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No, the British did not steal $45 trillion from India

This is an updated copy of the version on BadHistory. I plan to update it in accordance with the feedback I got.
I'd like to thank two people who will remain anonymous for helping me greatly with this post (you know who you are)
Three years ago a festschrift for Binay Bhushan Chaudhuri was published by Shubhra Chakrabarti, a history teacher at the University of Delhi and Utsa Patnaik, a Marxist economist who taught at JNU until 2010.
One of the essays in the festschirt by Utsa Patnaik was an attempt to quantify the "drain" undergone by India during British Rule. Her conclusion? Britain robbed India of $45 trillion (or £9.2 trillion) during their 200 or so years of rule. This figure was immensely popular, and got republished in several major news outlets (here, here, here, here (they get the number wrong) and more recently here), got a mention from the Minister of External Affairs & returns 29,100 results on Google. There's also plenty of references to it here on Reddit.
Patnaik is not the first to calculate such a figure. Angus Maddison thought it was £100 million, Simon Digby said £1 billion, Javier Estaban said £40 million see Roy (2019). The huge range of figures should set off some alarm bells.
So how did Patnaik calculate this (shockingly large) figure? Well, even though I don't have access to the festschrift, she conveniently has written an article detailing her methodology here. Let's have a look.
How exactly did the British manage to diddle us and drain our wealth’ ? was the question that Basudev Chatterjee (later editor of a volume in the Towards Freedom project) had posed to me 50 years ago when we were fellow-students abroad.
This is begging the question.
After decades of research I find that using India’s commodity export surplus as the measure and applying an interest rate of 5%, the total drain from 1765 to 1938, compounded up to 2016, comes to £9.2 trillion; since $4.86 exchanged for £1 those days, this sum equals about $45 trillion.
This is completely meaningless. To understand why it's meaningless consider India's annual coconut exports. These are almost certainly a surplus but the surplus in trade is countered by the other country buying the product (indeed, by definition, trade surpluses contribute to the GDP of a nation which hardly plays into intuitive conceptualisations of drain).
Furthermore, Dewey (2019) critiques the 5% interest rate.
She [Patnaik] consistently adopts statistical assumptions (such as compound interest at a rate of 5% per annum over centuries) that exaggerate the magnitude of the drain
Moving on:
The exact mechanism of drain, or transfers from India to Britain was quite simple.
Convenient.
Drain theory possessed the political merit of being easily grasped by a nation of peasants. [...] No other idea could arouse people than the thought that they were being taxed so that others in far off lands might live in comfort. [...] It was, therefore, inevitable that the drain theory became the main staple of nationalist political agitation during the Gandhian era.
- Chandra et al. (1989)
The key factor was Britain’s control over our taxation revenues combined with control over India’s financial gold and forex earnings from its booming commodity export surplus with the world. Simply put, Britain used locally raised rupee tax revenues to pay for its net import of goods, a highly abnormal use of budgetary funds not seen in any sovereign country.
The issue with figures like these is they all make certain methodological assumptions that are impossible to prove. From Roy in Frankema et al. (2019):
the "drain theory" of Indian poverty cannot be tested with evidence, for several reasons. First, it rests on the counterfactual that any money saved on account of factor payments abroad would translate into domestic investment, which can never be proved. Second, it rests on "the primitive notion that all payments to foreigners are "drain"", that is, on the assumption that these payments did not contribute to domestic national income to the equivalent extent (Kumar 1985, 384; see also Chaudhuri 1968). Again, this cannot be tested. [...] Fourth, while British officers serving India did receive salaries that were many times that of the average income in India, a paper using cross-country data shows that colonies with better paid officers were governed better (Jones 2013).
Indeed, drain theory rests on some very weak foundations. This, in of itself, should be enough to dismiss any of the other figures that get thrown out. Nonetheless, I felt it would be a useful exercise to continue exploring Patnaik's take on drain theory.
The East India Company from 1765 onwards allocated every year up to one-third of Indian budgetary revenues net of collection costs, to buy a large volume of goods for direct import into Britain, far in excess of that country’s own needs.
So what's going on here? Well Roy (2019) explains it better:
Colonial India ran an export surplus, which, together with foreign investment, was used to pay for services purchased from Britain. These payments included interest on public debt, salaries, and pensions paid to government offcers who had come from Britain, salaries of managers and engineers, guaranteed profts paid to railway companies, and repatriated business profts. How do we know that any of these payments involved paying too much? The answer is we do not.
So what was really happening is the government was paying its workers for services (as well as guaranteeing profits - to promote investment - something the GoI does today Dalal (2019), and promoting business in India), and those workers were remitting some of that money to Britain. This is hardly a drain (unless, of course, Indian diaspora around the world today are "draining" it). In some cases, the remittances would take the form of goods (as described) see Chaudhuri (1983):
It is obvious that these debit items were financed through the export surplus on merchandise account, and later, when railway construction started on a large scale in India, through capital import. Until 1833 the East India Company followed a cumbersome method in remitting the annual home charges. This was to purchase export commodities in India out of revenue, which were then shipped to London and the proceeds from their sale handed over to the home treasury.
While Roy's earlier point argues better paid officers governed better, it is honestly impossible to say what part of the repatriated export surplus was a drain, and what was not. However calling all of it a drain is definitely misguided.
It's worth noting that Patnaik seems to make no attempt to quantify the benefits of the Raj either, Dewey (2019)'s 2nd criticism:
she [Patnaik] consistently ignores research that would tend to cut the economic impact of the drain down to size, such as the work on the sources of investment during the industrial revolution (which shows that industrialisation was financed by the ploughed-back profits of industrialists) or the costs of empire school (which stresses the high price of imperial defence)

Since tropical goods were highly prized in other cold temperate countries which could never produce them, in effect these free goods represented international purchasing power for Britain which kept a part for its own use and re-exported the balance to other countries in Europe and North America against import of food grains, iron and other goods in which it was deficient.
Re-exports necessarily adds value to goods when the goods are processed and when the goods are transported. The country with the largest navy at the time would presumably be in very good stead to do the latter.
The British historians Phyllis Deane and WA Cole presented an incorrect estimate of Britain’s 18th-19th century trade volume, by leaving out re-exports completely. I found that by 1800 Britain’s total trade was 62% higher than their estimate, on applying the correct definition of trade including re-exports, that is used by the United Nations and by all other international organisations.
While interesting, and certainly expected for such an old book, re-exporting necessarily adds value to goods.
When the Crown took over from the Company, from 1861 a clever system was developed under which all of India’s financial gold and forex earnings from its fast-rising commodity export surplus with the world, was intercepted and appropriated by Britain. As before up to a third of India’s rising budgetary revenues was not spent domestically but was set aside as ‘expenditure abroad’.
So, what does this mean? Britain appropriated all of India's earnings, and then spent a third of it aboard? Not exactly. She is describing home charges see Roy (2019) again:
Some of the expenditures on defense and administration were made in sterling and went out of the country. This payment by the government was known as the Home Charges. For example, interest payment on loans raised to finance construction of railways and irrigation works, pensions paid to retired officers, and purchase of stores, were payments in sterling. [...] almost all money that the government paid abroad corresponded to the purchase of a service from abroad. [...] The balance of payments system that emerged after 1800 was based on standard business principles. India bought something and paid for it. State revenues were used to pay for wages of people hired abroad, pay for interest on loans raised abroad, and repatriation of profits on foreign investments coming into India. These were legitimate market transactions.
Indeed, if paying for what you buy is drain, then several billions of us are drained every day.
The Secretary of State for India in Council, based in London, invited foreign importers to deposit with him the payment (in gold, sterling and their own currencies) for their net imports from India, and these gold and forex payments disappeared into the yawning maw of the SoS’s account in the Bank of England.
It should be noted that India having two heads was beneficial, and encouraged investment per Roy (2019):
The fact that the India Office in London managed a part of the monetary system made India creditworthy, stabilized its currency, and encouraged foreign savers to put money into railways and private enterprise in India. Current research on the history of public debt shows that stable and large colonies found it easier to borrow abroad than independent economies because the investors trusted the guarantee of the colonist powers.

Against India’s net foreign earnings he issued bills, termed Council bills (CBs), to an equivalent rupee value. The rate (between gold-linked sterling and silver rupee) at which the bills were issued, was carefully adjusted to the last farthing, so that foreigners would never find it more profitable to ship financial gold as payment directly to Indians, compared to using the CB route. Foreign importers then sent the CBs by post or by telegraph to the export houses in India, that via the exchange banks were paid out of the budgeted provision of sums under ‘expenditure abroad’, and the exporters in turn paid the producers (peasants and artisans) from whom they sourced the goods.
Sunderland (2013) argues CBs had two main roles (and neither were part of a grand plot to keep gold out of India):
Council bills had two roles. They firstly promoted trade by handing the IO some control of the rate of exchange and allowing the exchange banks to remit funds to India and to hedge currency transaction risks. They also enabled the Indian government to transfer cash to England for the payment of its UK commitments.

The United Nations (1962) historical data for 1900 to 1960, show that for three decades up to 1928 (and very likely earlier too) India posted the second highest merchandise export surplus in the world, with USA in the first position. Not only were Indians deprived of every bit of the enormous international purchasing power they had earned over 175 years, even its rupee equivalent was not issued to them since not even the colonial government was credited with any part of India’s net gold and forex earnings against which it could issue rupees. The sleight-of-hand employed, namely ‘paying’ producers out of their own taxes, made India’s export surplus unrequited and constituted a tax-financed drain to the metropolis, as had been correctly pointed out by those highly insightful classical writers, Dadabhai Naoroji and RCDutt.
It doesn't appear that others appreciate their insight Roy (2019):
K. N. Chaudhuri rightly calls such practice ‘confused’ economics ‘coloured by political feelings’.

Surplus budgets to effect such heavy tax-financed transfers had a severe employment–reducing and income-deflating effect: mass consumption was squeezed in order to release export goods. Per capita annual foodgrains absorption in British India declined from 210 kg. during the period 1904-09, to 157 kg. during 1937-41, and to only 137 kg by 1946.
Dewey (1978) points out reliability issues with Indian agriculutural statistics, however this calorie decline persists to this day. Some of it is attributed to less food being consumed at home Smith (2015), a lower infectious disease burden Duh & Spears (2016) and diversified diets Vankatesh et al. (2016).
If even a part of its enormous foreign earnings had been credited to it and not entirely siphoned off, India could have imported modern technology to build up an industrial structure as Japan was doing.
This is, unfortunately, impossible to prove. Had the British not arrived in India, there is no clear indication that India would've united (this is arguably more plausible than the given counterfactual1). Had the British not arrived in India, there is no clear indication India would not have been nuked in WW2, much like Japan. Had the British not arrived in India, there is no clear indication India would not have been invaded by lizard people, much like Japan. The list continues eternally.
Nevertheless, I will charitably examine the given counterfactual anyway. Did pre-colonial India have industrial potential? The answer is a resounding no.
From Gupta (1980):
This article starts from the premise that while economic categories - the extent of commodity production, wage labour, monetarisation of the economy, etc - should be the basis for any analysis of the production relations of pre-British India, it is the nature of class struggles arising out of particular class alignments that finally gives the decisive twist to social change. Arguing on this premise, and analysing the available evidence, this article concludes that there was little potential for industrial revolution before the British arrived in India because, whatever might have been the character of economic categories of that period, the class relations had not sufficiently matured to develop productive forces and the required class struggle for a 'revolution' to take place.
A view echoed in Raychaudhuri (1983):
Yet all of this did not amount to an economic situation comparable to that of western Europe on the eve of the industrial revolution. Her technology - in agriculture as well as manufacturers - had by and large been stagnant for centuries. [...] The weakness of the Indian economy in the mid-eighteenth century, as compared to pre-industrial Europe was not simply a matter of technology and commercial and industrial organization. No scientific or geographical revolution formed part of the eighteenth-century Indian's historical experience. [...] Spontaneous movement towards industrialisation is unlikely in such a situation.
So now we've established India did not have industrial potential, was India similar to Japan just before the Meiji era? The answer, yet again, unsurprisingly, is no. Japan's economic situation was not comparable to India's, which allowed for Japan to finance its revolution. From Yasuba (1986):
All in all, the Japanese standard of living may not have been much below the English standard of living before industrialization, and both of them may have been considerably higher than the Indian standard of living. We can no longer say that Japan started from a pathetically low economic level and achieved a rapid or even "miraculous" economic growth. Japan's per capita income was almost as high as in Western Europe before industrialization, and it was possible for Japan to produce surplus in the Meiji Period to finance private and public capital formation.
The circumstances that led to Meiji Japan were extremely unique. See Tomlinson (1985):
Most modern comparisons between India and Japan, written by either Indianists or Japanese specialists, stress instead that industrial growth in Meiji Japan was the product of unique features that were not reproducible elsewhere. [...] it is undoubtably true that Japan's progress to industrialization has been unique and unrepeatable
So there you have it. Unsubstantiated statistical assumptions, calling any number you can a drain & assuming a counterfactual for no good reason gets you this $45 trillion number. Hopefully that's enough to bury it in the ground.
1. Several authors have affirmed that Indian identity is a colonial artefact. For example see Rajan 1969:
Perhaps the single greatest and most enduring impact of British rule over India is that it created an Indian nation, in the modern political sense. After centuries of rule by different dynasties overparts of the Indian sub-continent, and after about 100 years of British rule, Indians ceased to be merely Bengalis, Maharashtrians,or Tamils, linguistically and culturally.
or see Bryant 2000:
But then, it would be anachronistic to condemn eighteenth-century Indians, who served the British, as collaborators, when the notion of 'democratic' nationalism or of an Indian 'nation' did not then exist. [...] Indians who fought for them, differed from the Europeans in having a primary attachment to a non-belligerent religion, family and local chief, which was stronger than any identity they might have with a more remote prince or 'nation'.

Bibliography

Chakrabarti, Shubra & Patnaik, Utsa (2018). Agrarian and other histories: Essays for Binay Bhushan Chaudhuri. Colombia University Press
Hickel, Jason (2018). How the British stole $45 trillion from India. The Guardian
Bhuyan, Aroonim & Sharma, Krishan (2019). The Great Loot: How the British stole $45 trillion from India. Indiapost
Monbiot, George (2020). English Landowners have stolen our rights. It is time to reclaim them. The Guardian
Tsjeng, Zing (2020). How Britain Stole $45 trillion from India with trains | Empires of Dirt. Vice
Chaudhury, Dipanjan (2019). British looted $45 trillion from India in today’s value: Jaishankar. The Economic Times
Roy, Tirthankar (2019). How British rule changed India's economy: The Paradox of the Raj. Palgrave Macmillan
Patnaik, Utsa (2018). How the British impoverished India. Hindustan Times
Tuovila, Alicia (2019). Expenditure method. Investopedia
Dewey, Clive (2019). Changing the guard: The dissolution of the nationalist–Marxist orthodoxy in the agrarian and agricultural history of India. The Indian Economic & Social History Review
Chandra, Bipan et al. (1989). India's Struggle for Independence, 1857-1947. Penguin Books
Frankema, Ewout & Booth, Anne (2019). Fiscal Capacity and the Colonial State in Asia and Africa, c. 1850-1960. Cambridge University Press
Dalal, Sucheta (2019). IL&FS Controversy: Centre is Paying Up on Sovereign Guarantees to ADB, KfW for Group's Loan. TheWire
Chaudhuri, K.N. (1983). X - Foreign Trade and Balance of Payments (1757–1947). Cambridge University Press
Sunderland, David (2013). Financing the Raj: The City of London and Colonial India, 1858-1940. Boydell Press
Dewey, Clive (1978). Patwari and Chaukidar: Subordinate officials and the reliability of India’s agricultural statistics. Athlone Press
Smith, Lisa (2015). The great Indian calorie debate: Explaining rising undernourishment during India’s rapid economic growth. Food Policy
Duh, Josephine & Spears, Dean (2016). Health and Hunger: Disease, Energy Needs, and the Indian Calorie Consumption Puzzle. The Economic Journal
Vankatesh, P. et al. (2016). Relationship between Food Production and Consumption Diversity in India – Empirical Evidences from Cross Section Analysis. Agricultural Economics Research Review
Gupta, Shaibal (1980). Potential of Industrial Revolution in Pre-British India. Economic and Political Weekly
Raychaudhuri, Tapan (1983). I - The mid-eighteenth-century background. Cambridge University Press
Yasuba, Yasukichi (1986). Standard of Living in Japan Before Industrialization: From what Level did Japan Begin? A Comment. The Journal of Economic History
Tomblinson, B.R. (1985). Writing History Sideways: Lessons for Indian Economic Historians from Meiji Japan. Cambridge University Press
Rajan, M.S. (1969). The Impact of British Rule in India. Journal of Contemporary History
Bryant, G.J. (2000). Indigenous Mercenaries in the Service of European Imperialists: The Case of the Sepoys in the Early British Indian Army, 1750-1800. War in History
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چگونه ۲ روز زودتر از دیگران عرضه اولیه بخریم؟bashgah.com › blog › خرید-عرضه-اولیه ۱۶ تیر ۱۳۹۸ - در این مقاله آموزشی نحوه ارسال سفارش 2 روز زودتر از زمان عرضه توضیح داده می شود | در ... عرضه اولیه به زبان ساده یعنی فروش سهام یک شرکت که به‌تازگی وارد بازار بورس ... روش فعلی برای ارسال سفارش خرید عرضه اولیه در بازار بورس و ...
نحوه خرید سهام اولیه در بورس - تابناک | TABNAKwww.tabnak.ir › صفحه نخست › اقتصادی ۱۲ مرداد ۱۳۹۸ - عرضه اولیه یک شرکت در بورس به این معنی نیست که آن شرکت، شرکت تازه ایست. بلکه به این معنی است که به تازگی اجازه خرید و فروش سهام آن در ... ویدئوها
8:22 آموزش خرید عرضه اولیه آپارات - ۱۱ بهمن ۱۳۹۸
2:11 آموزش خرید عرضه اولیه در بورس آپارات - ۳۱ فروردین ۱۳۹۹
3:44 نحوه خرید عرضه اولیه آپارات - ۷ بهمن ۱۳۹۸
15:06 آموزش نحوه خرید عرضه اولیه آپارات - ۱۶ بهمن ۱۳۹۸
8:47 آموزش فروش سهام عرضه اولیه در بورس آپارات - ۱۶ بهمن ۱۳۹۸
6:54 آموزش خرید سهام عرضه اولیه در بورس آپارات - ۲۹ آذر ۱۳۹۸
1:36 آموزش خرید عرضه اولیه آپارات - ۴ مهر ۱۳۹۸ نتایج وب
اولین پیام کارگزاری‌ها درباره عرضه اولیه «پیزد» / امکان ...tejaratnews.com › ثبت-سفارش-برای-پیزد ۲ روز پیش - پس از اعلام زمان عرضه اولیه «پیزد»، امروز کارگزاری‌ها به سهامداران در این مورد پیامی دادند و امکان ثبت سفارش برای خرید آفلاین سهام این نماد بورسی فعال شد. ... نقدینگی موردنیاز چقدر است؟ بهترین روش ورود و سرمایه‌گذاری در بورس ایران ... تصاویر برای نحوه خرید عرضه اولیه سهام در بورس فیلترهای جستجوی هدایت‌شده کارگزاری آگاهبوک بیلدینگاوراق بهادارفرابورسسرمایه گذاریمعاملاتیمعاملاتبورسیفارابیکسوagahسودنمادipoسهامی نتیجه تصویری برای نحوه خرید عرضه اولیه سهام در بورس نتیجه تصویری برای نحوه خرید عرضه اولیه سهام در بورس نتیجه تصویری برای نحوه خرید عرضه اولیه سهام در بورس نتیجه تصویری برای نحوه خرید عرضه اولیه سهام در بورس نتیجه تصویری برای نحوه خرید عرضه اولیه سهام در بورس نتیجه تصویری برای نحوه خرید عرضه اولیه سهام در بورس نتیجه تصویری برای نحوه خرید عرضه اولیه سهام در بورس نتیجه تصویری برای نحوه خرید عرضه اولیه سهام در بورس نتیجه تصویری برای نحوه خرید عرضه اولیه سهام در بورس نتیجه تصویری برای نحوه خرید عرضه اولیه سهام در بورس مشاهده همه تصاویر بیشتر برای نحوه خرید عرضه اولیه سهام در بورس گزارش تصاویر جستجوهای مربوط به نحوه خرید عرضه اولیه سهام در بورس خرید عرضه اولیه کارگزاری مفید
نحوه خرید عرضه اولیه به روش بوک بیلدینگ
خرید عرضه اولیه در روز دوم
خرید عرضه اولیه بدون پول
خرید عرضه اولیه از چند کارگزاری
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پکیج آموزشی جامع بزرگان بورس – آموزش بورس-کانون بورسkanoonebourse.com › پکیج-آموزشی-جامع-بزرگان-بورس ۱۳ اردیبهشت ۱۳۹۹ - اگر در جستجوی یک پکیج آموزش بورس (آموزش صفر تا صد بورس) یا فیلم ... در یکی از بهترین و تخصصی ترین مراکز و موسسه های آموزش بورس در ایران ... در کلاس بزرگان بورس همه این موارد به صورت کامل و جامع بابیان شیوای مهندس ...
آموزش گام به گام سرمایه گذاری در بورس به زبان ساده - بورسینسwww.bourseiness.com › learning-for-beginners در صورتی که شغلی ندارید و یا در هر صورت به فکر درآمد ثابت ماهانه هستید، بورس برای ... نزدیک 100 شرکت کارگزاری فعال، انتخاب از بین آنها برای شما مشکل خواه بود. ... کنید و در دوره آموزش بورس از صفر ایمیل‌تان را وارد کنید تا فایل‌های آموزشی برای ...
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آموزش بورس - باشگاه کارگزاری آگاهbashgah.com › blog › education آموزش بورس شامل یادگیری تحلیل ها، بازارشناسی و تحلیل بنیادی می باشد. کارگزاری آگاه تا کنون بیش از 600 دوره موفق آموزش بورس را در ایران برگزار کرده است. ... دوره آموزش تحلیل تکنیکال مقدماتی و پیشرفته و آموزش تصویری بورس از طریق فیلم ...
بسته آموزش تحلیل تکنیکال - آموزش خرید سهام از روی نمودارهاtalarebourse.com › shop › technical-analysis بهترین آموزش تحلیل تکنیکال که می‌توان در خانه و با کامپیوتر به صورت فیلم ویدیویی مشاهده کرد. ... شرایط خوبی داشته باشد تا زمانی که تقاضای خرید برای سهام آن شرکت زیاد نشود، ... تحلیل تکنیکال ۱ (مقدماتی) ... تحلیل تکنیکال ۲ (پیشرفته).
آموزش مقدماتی تحلیل تکنیکال (Technical Analysis) در ...faradars.org › courses › fvtifn9704-basic-of-technical-a... آموزش مقدماتی تحلیل تکنیکال (Technical Analysis) در بازارهای مالی (Financial ... می توان به کتاب غلبه بر بازار که توسط انتشارات سازمان بورس به چاپ رسیده، اشاره نمود. ... هدف از این فرادرس، آموزش اصول تحلیل تکنیکال به عنوان یکی از موثرترین روش های ... هر هفته به فرادرس سر میزنم تا ببینم دوره پیشرفته رو کی منتشر می کنید.
بسته آموزش تحلیل تکنیکال فراتر از کاربردی – آکادمی خانه ...www.khanesarmaye.com › academy › product با استفاده از این مجموعه شما تبدیل به یک تحلیلگر حرفه ای بازار شده و خودتان میتوانید ... در کمتر از ۳ دقیقه معرفی بسته آموزشی تحلیل تکنیکال کاربردی مختص بورس ایران را ... مپنا را در ۱۹۰ تومان بخرید و تا ۹۰۰ تومان با سهم بمانید (۳۷۰٪ سود ) ... فلسفه تحلیل تکنیکال; ساختار نمودار; مفاهیم مقدماتی روند; فیبوناچی و نقاط حمایتی ... رتبه: ۴٫۷ - ‏۱۹ مرور جستجوهای مربوط به آموزش بورس و تحلیل تکنیکال مقدماتی تا پیشرفته آموزش تحلیل تکنیکال مقدماتی
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عرضه اولیه سهام چیست؟ خرید عرضه اولیه به روش بوک بیلدینگwww.khanesarmaye.com › ipo-bookbuilding عرضه اولیه سهام در بورس برای سرمایه گذاران مهم می باشد. ... پس اگر علاقه مند به آشنایی با مباحث عرضه اولیه سهام و آموزش بورس و هم چنین روش بوک بیلدینگ هستید، با ... عرضه اولیه سهام چگونه عرضه اولیه بخریم؟ روش بوک بیلدینگ در عرضه اولیه چیست؟
عرضه اولیه چیست ؟ + فیلم آموزش نحوه خرید عرضه اولیه + ... - ...talarebourse.com › ipo ۲۳ اسفند ۱۳۹۸ - عرضه اولیه یا عرضه عمومی اولیه یعنی وقتی سهام یک شرکتی برای اولین بار در بورس می‌آید و ما بتوانیم از طریق بورس سهام آن شرکت را بخریم،
آموزش کامل عرضه اولیه سهام (آنچه برای کسب سود باید بدانید ...www.bourseiness.com › initial-public-offering-guarante... قبلا از اینکه روش بوک‌بیلدینگ برای عرضه اولیه در بورس تهران به کار رود، خریداری سهام در عرضه اولیه کار آسانی نبود و اغلب با مشکل مواجه می‌شد. زیرا همزمان تعداد ...
آموزش عرضه اولیه سهام بورس - فرانشfaranesh.com › blog › initial-public-offering آموزش کامل عرضه اولیه سهام در بورس: با ویدیو آموزشی رایگان | عرضه اولیه چرا سود دارد؟ چگونه بخریم؟ سقف خرید آن؟ اطلاع یافتن از زمان عرضه؟! ‏چرا عرضه اولیه سود دارد؟ · ‏چگونه از زمان عرضه اولیه ... · ‏سقف خرید عرضه اولیه
مراحل خرید سهام عرضه اولیه در بورس بصورت گام به گام همراه ...ihadaf.com › مراحل-خرید-سهام-عرضه-اولیه خرید سهام عرضه اولیه برای افراد دارای کدبورسی (کدمعاملاتی) آزاد می باشد. خرید سهام در عرضه اولیه یک راه بی‌خطر برای تجربه اولین سرمایه‌گذاری در بورس می باشد، زیرا ...
آموزش خرید عرضه اولیه - آپاراتwww.aparat.com › آموزش_خرید_عرضه_اولیه دوستان علاقه مند به بورس می توانند ویدئو های آموزشی ما را در این کانال بازدید نمایند. برای دریافت کد بورسی و خرید و فروش آنلاین سهام به سایت ما مراجعه نمایید ... ویدئوها
2:02 آموزش خرید عرضه اولیه در کارگزاری مفید آپارات - ۱ روز پیش
8:22 آموزش خرید عرضه اولیه آپارات - ۱۱ بهمن ۱۳۹۸
2:11 آموزش خرید عرضه اولیه در بورس آپارات - ۳۱ فروردین ۱۳۹۹
8:47 آموزش فروش سهام عرضه اولیه در بورس آپارات - ۱۶ بهمن ۱۳۹۸
3:44 نحوه خرید عرضه اولیه آپارات - ۷ بهمن ۱۳۹۸
6:54 آموزش خرید سهام عرضه اولیه در بورس آپارات - ۲۹ آذر ۱۳۹۸
15:06 آموزش نحوه خرید عرضه اولیه آپارات - ۱۶ بهمن ۱۳۹۸
1:36 آموزش خرید عرضه اولیه آپارات - ۴ مهر ۱۳۹۸ نتایج وب
عرضه اولیه چیست ؟ (تمام نکات لازم برای خرید) - بآشگاه ...bashgah.com › blog › عرضه-اولیه-چیست-تمام-نکات-لا... ۸ آبان ۱۳۹۸ - عرضه اولیه چیست و به چه معناست وقتی سهام شرکتی اولین بار در بورس عرضه می شود ... از صفر تا صد بورس را توسط بهترین اساتید آموزش ببینید.
عرضه اولیه چیست؟ چگونه آن را خریداری کنیم؟ | آموزش بورس از ...tboursecollege.com › بورس را استارت بزن اگر بخواهیم عرضه اولیه را به‌طور خلاصه بیان کنیم به شرکت هایی که سهام شان برای اولین بار در بورس به فروش می‌رسد را عرضه اولیه گویند. معمولاً این عرضه اولیه ها ... رتبه: ۳ - ‏۱ رأی تصاویر برای ‏آموزش عرضه اولیه سهام بورس فیلترهای جستجوی هدایت‌شده کارگزاری آگاهفرابورساوراق بهادارمعاملاتیبوک بیلدینگبورسیسرمایه گذارینمادمعاملاتبخریمسودمصطفی روشنی نتیجه تصویری برای ‏آموزش عرضه اولیه سهام بورس نتیجه تصویری برای ‏آموزش عرضه اولیه سهام بورس نتیجه تصویری برای ‏آموزش عرضه اولیه سهام بورس نتیجه تصویری برای ‏آموزش عرضه اولیه سهام بورس نتیجه تصویری برای ‏آموزش عرضه اولیه سهام بورس نتیجه تصویری برای ‏آموزش عرضه اولیه سهام بورس نتیجه تصویری برای ‏آموزش عرضه اولیه سهام بورس نتیجه تصویری برای ‏آموزش عرضه اولیه سهام بورس نتیجه تصویری برای ‏آموزش عرضه اولیه سهام بورس نتیجه تصویری برای ‏آموزش عرضه اولیه سهام بورس مشاهده همه تصاویر بیشتر برای ‏آموزش عرضه اولیه سهام بورس گزارش تصاویر جستجوهای مربوط به ‏آموزش عرضه اولیه سهام بورس نحوه خرید عرضه اولیه سهام
عرضه اولیه را کی بفروشیم
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مجموعه آموزش بورس و تحلیل تکنیکال - مقدماتی تا پیشرفته ...faradars.org › stock-and-technical-analysis فیلم های آموزشی بورس و تحلیل تکنیکال و مباحث مرتبط با آن از مبتدی تا پیشرفته، به صورت گام به گام و کاربردی با مجرب‌ ترین اساتید‎ شما این صفحه را 2 بار دیدید. آخرین بازدید: 5/1/20
آموزش تحلیل تکنیکال بورس رایگان 2020 (+ دانلود ویدیوی ...faranesh.com › blog › stock-technical-analysis آموزش تحلیل تکنیکال رایگان + ویدیو آموزشی: کندل شناسی، حمایت و مقاومت، خط روند و ... | یادگیری کامل و جامع از مقدماتی تا پیشرفته در فرانش. ‏آموزش گام به گام بورس · ‏الگوها در تحلیل تکنیکال ... · ‏آموزش تابلو خوانی در بورس ویدئوها
39:25 آموزش تحلیل تکنیکال جلسه اول آپارات - ۴ فروردین ۱۳۹۹
43:10 آموزش بورس (تحلیل تکنیکال) آپارات - ۲۷ اسفند ۱۳۹۸
10:24 آموزش تحلیل تکنیکال بورس به زبان ساده آپارات - ۳ فروردین ۱۳۹۹
25:20 آموزش تحلیل تکنیکال جلسه سوم آپارات - ۶ فروردین ۱۳۹۹
5:52 آموزش الگوهای تحلیل تکنیکال با جناب مهندس هادی نورپوری کارگزاری فارابی - ۴ تیر ۱۳۹۷
35:14 دوره آموزش تحلیل تکنیکال مقدماتی بخش 1 آپارات - ۱۸ اسفند ۱۳۹۸
8:28 آموزش بورس:تحلیل تکنیکال تشخیص روند بازار آپارات - ۲۶ فروردین ۱۳۹۹
4:57 آموزش بورس | تحلیل تکنیکال پیشرفته قسمت 1 آپارات - ۴ فروردین ۱۳۹۹
29:27 آموزش بورس :(تحلیل تکنیکال) فلسفه تحلیل تکنیکال مدرس ... آپارات - ۹ اردیبهشت ۱۳۹۹
26:41 آموزش سرمایه گذاری در بورس به وسیله تحلیل تکنیکال - قسمت 1 گروه آموزشی پژواک دانش YouTube - ۱۵ تیر ۱۳۹۸ نتایج وب
تحلیل تکنیکال بورس در بازارهای مالی به چه روشی انجام می شود؟www.khanesarmaye.com › technicalanalysis تحلیل تکنیکال بورس در بازار های مالی روشی برای پیش بینی رفتار احتمالی نمودار از طریق داده های گذشته همچون قیمت و تغییرات آن، حجم ... آموزش تحلیل تکنیکال ...
آموزش تحلیل تکنیکال - آپاراتwww.aparat.com › result › آموزش_تحلیل_تکنیکال تحلیل تکنیکال - آموزش میانگین های متحرک(moving average) برای تحلیل بورس تهران. همه چیز درباره بورس. 79 بازدید 3 روز پیش. 51:35 ...
آموزش تحلیل تکنیکال | - بورسینسwww.bourseiness.com › technical-analysis-training دسته‌بندی کلی برای همه موارد آموزشی تحلیل تکنیکال اعم از فیلم‌ها، کتاب‌های الکترونیک، دوره‌های آنلاین آموزش ... شرح 3 الگوی مثلث در بورس (همراه استراتژی معاملات).
فیلم های آموزش تحلیل تکنیکال مقدماتی تا پیشرفته بورس ...chartiran.com › تحلیل-تکنیکال-به-زبان-فارسی فیلم های آموزش تحلیل تکنیکال پیشرفته بورس تا مقدماتی قرار میگیرد امیدواریم از دانلود فیلم ویدیوهای آموزش تحلیل تکنیکال پیشرفته تا مقدماتی بورس.
آموزش بورس - باشگاه کارگزاری آگاهbashgah.com › blog › education آموزش بورس به زبان ساده شامل یادگیری مفاهیم بورسی، آموزش گام به گام سرمایه گذاری در بورس، آشنایی با تحلیل تکنیکال، درک مفاهیم تحلیل بنیادی و کسب دانش ...
بسته آموزش تحلیل تکنیکال - آموزش خرید سهام از روی ... - بورسtalarebourse.com › shop › technical-analysis بسته آموزشی خرید و فروش سهام از روی نمودارها. بهترین آموزش تحلیل تکنیکال که می‌توان در خانه و با کامپیوتر به صورت فیلم ویدیویی مشاهده کرد. تصاویر برای آموزش بورس (تحلیل تکنیکال) فیلترهای جستجوی هدایت‌شده سهامفرادرسدورهفارکساوراق بهاداربورسیعلیرضا کریمیانکارگزارینموداراندیکاتورمقدماتیمعاملاتسرمایهبازارسهمنمودارهایمعاملاتیفرانش نتیجه تصویری برای آموزش بورس (تحلیل تکنیکال) نتیجه تصویری برای آموزش بورس (تحلیل تکنیکال) نتیجه تصویری برای آموزش بورس (تحلیل تکنیکال) نتیجه تصویری برای آموزش بورس (تحلیل تکنیکال) نتیجه تصویری برای آموزش بورس (تحلیل تکنیکال) نتیجه تصویری برای آموزش بورس (تحلیل تکنیکال) نتیجه تصویری برای آموزش بورس (تحلیل تکنیکال) نتیجه تصویری برای آموزش بورس (تحلیل تکنیکال) نتیجه تصویری برای آموزش بورس (تحلیل تکنیکال) نتیجه تصویری برای آموزش بورس (تحلیل تکنیکال) مشاهده همه تصاویر بیشتر برای آموزش بورس (تحلیل تکنیکال) گزارش تصاویر جستجوهای مربوط به آموزش بورس (تحلیل تکنیکال) آموزش تحلیل تکنیکال مقدماتی
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فیلم آموزش تحلیل تکنیکال پیشرفته
آموزش گام به گام تحلیل تکنیکال
مجموعه آموزش بورس و تحلیل تکنیکال - مقدماتی تا پیشرفته ...faradars.org › stock-and-technical-analysis مجموعه آموزش بورس و تحلیل تکنیکال | مقدماتی تا پیشرفته. امروزه، یکی از فعالیت‌ های مفید و پرسود اقتصادی ورود به بازار سهام و فعالیت در آن است. اما این حوزه نیز ... ‏(Technical Analysis) معاملات ... · ‏آموزش تحلیل تکنیکال ... · ‏آموزش مقدماتی بازار بورس شما این صفحه را 2 بار دیدید. آخرین بازدید: 5/1/20
آموزش تحلیل تکنیکال بورس رایگان 2020 (+ دانلود ویدیوی ...faranesh.com › blog › stock-technical-analysis رفتن به مجموعه آموزش بورس و تحلیل تکنیکال - این مجموعه شامل مفاهیمی ساده مثل کندل شناسی و رنگ بندی ... از تحلیل تکنیکال در بورس بداند، گفته شده است. ‏آموزش گام به گام بورس · ‏الگوها در تحلیل تکنیکال ... · ‏آموزش تابلو خوانی در بورس
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43:10 آموزش بورس (تحلیل تکنیکال) آپارات - ۲۷ اسفند ۱۳۹۸
9:54 مجموعه ویدئوهای آموزش تحلیل تکنیکال - قسمت دهم آپارات - ۱ شهریور ۱۳۹۷
30:26 معرفی منابع آموزشی بورس و تحلیل تکنیکال - از صفر تا صد FaraDars — فرادرس YouTube - ۷ اردیبهشت ۱۳۹۹
پیش‌نمایش 0:42 کارگاه تحلیل تکنیکال مجموعه آموزش گام به گام بورس آپارات - ۲۵ فروردین ۱۳۹۷
1:55 مجموعه ویدئوهای آموزش تکنیکال - قسمت اول آپارات - ۱ شهریور ۱۳۹۷
29:43 اموزش کامل تحلیل تکنیکال | از صفر تا صد تحلیل تکنیکال ... آپارات - ۳۰ دی ۱۳۹۷
پیش‌نمایش 4:07 0 تا 100 آموزش بورس رایگان آپارات - ۱۲ اسفند ۱۳۹۸
43:00 آموزش سرمایه گذاری در بورس به وسیله تحلیل تکنیکال - قسمت ... آپارات - ۲۴ اسفند ۱۳۹۸
1:15:01 دانلود فیلم آموزش تحلیل بورس | تحلیل تکنیکال | امیر هوشنگ ... آپارات - ۱۲ دی ۱۳۹۸
1:22:53 دانلود فیلم آموزش تحلیل بورس | تحلیل تکنیکال | امیر هوشنگ ... آپارات - ۱۲ دی ۱۳۹۸ نتایج وب
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submitted by mosavi154 to u/mosavi154 [link] [comments]

Introduction to investing as a U.S. citizen residing in Japan

[meta: I ask for help in making sure this information is accurate and correct. Please contribute as you see fit!]
WARNING!! I am not a lawyer, accountant, or broker, nor do I have any experience or training in any of those fields. ALWAYS confirm with a professional before taking any advice you read on the internet.
Foreward
If you're old enough to pay taxes, you should start investing. The earlier, the better.
Here’s another example to illustrate the enormous benefit of getting an early start. At age 25, Eric Early invests $4,000 per year in a Roth IRA for 10 years and stops investing. His total investment is $40,000. Larry Lately makes yearly deposits of $4,000 in his Roth IRA starting at age 35 for 30 years. His total investment is $120,000. Assuming both portfolios earn an 8 percent average annual return, at age 65, Eric’s IRA will be worth $629,741, but Larry’s IRA will be worth only $489,383. By starting 10 years earlier and making one third of the investment, Eric ends up with 29 percent more.
- quote from "The Boglehead's Guide to Investing"
Target audience
This is an introduction for U.S. citizens with residency in Japan who want to do long-term investing in U.S. equity (stocks, bonds, etc.).
Disclaimer
This advice may not be accurate for citizens of countries other than the U.S. or for those U.S. citizens living in Japan who work for the military or are only temporarily living and working in Japan as affiliated with a U.S. company. This is also not advice for ForEx or day traders looking to make money. Nor is it advice for what to invest in. This is also not advice for investing in the Japanese stock market.
This is just one way to invest in U.S. equity from Japan. There are other ways.
Assumptions
  • You're a U.S. citizen
  • Your income is in JPY
  • You want to invest in U.S. equity (stock market, bond market, etc)
  • You have basic knowledge about taxes and tax-related terms
  • You have at least $10,000 USD to invest (or $3,000 USD if age 25 or younger)
Background
I am an ordinary guy living in Japan. I have disposable income and, rather than pour all of it into my local izakaya and Philipino hookers (who hang out in front of Mister Donut at night and ask if I "want the massage?" (just kidding, really!)), I wanted to invest in my future by saving for retirement. I'm an early 30's-year-old guy and spent about a month reading up on investing and then set off trying to invest as a resident of Japan.
My Story
I moved to Japan 3 years ago after working in the U.S. I have an IRA leftover from my time in the U.S., but never contributed to it since moving to Japan (thankfully - find out why in a bit). I recently saw a post from /personalfinance (seriously, go read information in that sub if you want to have more money upon retirement or just get out of debt!) and decided to read the book "The Boglehead's Guide to Investing" based on recommendations there. After that, I started looking into my options for investing from Japan.
Before I left the U.S. for Japan, I rolled over my 401k into an IRA using Vanguard (arguably the best broker available for U.S. citizens). Since moving to Japan, I had not contributed anything to my IRA. So, the first thing I wanted to do was start contributing to my IRA again, and use any remainder to invest in U.S. equity. Turns out this is not as easy as it sounds.
I found out that in order to legally contribute to my IRA, I had to pay U.S. taxes on my income used to contribute to it. Well, if you're like me and don't make an awful lot of money, you're probably filing with Foreign Tax Credit/IRS Foreign Earned Income Exclusion. This stuff basically let's you deduct all your taxes in Japan, as it on Japanese income and you already paid glorious Nippon taxes on that income. For me, this basically meant that I owed the IRS absolutely nothing every year. Great! Right? Buuuuut since I didn't pay any U.S. tax on my income, I cannot use it to contribute to my IRA! Dammit! (But actually a blessing in disguise because if I had been contributing to my IRA, I would have been breaking U.S. tax law because I didn't pay taxes on it.)
So, I started looking into other ways to invest: the U.S. stock market, bonds, etc. After reading The Boglehead's Guide, I knew I wanted to invest in Vanguard's mutual index funds. My first instinct was to open a brokerage account (which is different from your IRA account) with Vanguard. I started filling out the online form, but ran into issues. You have to specify a U.S. address. Also, you have to specify your U.S. employer. I had neither of these, so I called Vanguard (from Japan at a ridiculous call charge) and spoke with someone about doing this. They gave me the OK but said I'd have to submit a paper form through snail mail, and sent me a PDF to fill out and mail in. I mailed it (from Japan using EMS which was like $20..), and got a call about a week later. Surprise! Because I'm not working in Japan temporarily for a U.S. company or living on a U.S. military base (considered U.S. soil, I assume?), I actually can't open a brokerage account with them. Dammit again! What a waste of money calling them and mailing the form overseas.
So, I started looking into other options. I read about a few other brokers and most people agreed that I should either use Fidelity or Interactive Brokers. I had never heard of Interactive Brokers and honestly they seemed scary at first, so I decided to go with Fidelity, who I had actually heard of and is a U.S. based firm. I created an account with Fidelity, but once again ran into roadblocks when trying to open a stock trading account. I didn't have a U.S. address or employer, and actually wasn't able to link my U.S. bank account with them either (for reasons unknown). Dammit once again!
So, I started reading more about Interactive Brokers. Okay, it's still a little scary, but there are positive reports about using them online. I signed up for an account with minimal hassle, linked up my bank account, was able to transfer money over to them, and then successfully bought U.S. shares! Sweet success! Finally!

How to Invest

Part I: Contributing to your IRA
If you do not have an IRA, you probably should, as they are your basic investment option and tax-friendly to boot. However, good luck setting one up as a resident in Japan! Vanguard will happily babysit an IRA you opened prior to leaving the U.S., but they will not let you open a new one with a foreign address. I don't know about other brokers such as Fidelity or Schwabb, but it's probably the same story there.
If you are like me and happen to have an IRA leftover in the U.S., you CAN contribute to it, but in order to do so you must not deduct your Japanese tax on your IRS 1040 or file Form 1116, "Foreign Tax Credit". In other words, you must pay U.S. taxes on any income used to contribute to the IRA.
Refer to your broker for how to actually get the money to them from Japan.
Part II: Investing in U.S. Equity from Japan
Using Interactive Brokers
First, let me tell you a little bit about Interactive Brokers (IB). They are a service mostly used by regulaprofessional traders. The fees are very low and reasonable. However, they have a service charge of $10/month if your commission is equal to or less than $10 USD in that month. This is probably not a problem for people over 25 years old investing with $10,000+ USD, but for people 25 and under with an initial investment of $3000, it's possible you might not make the minimum commission per month. Beware of this fee.
IB lets you fund the account from many different currencies, regardless of what market you are buying (this needs confirmation, but seems to be accurate). So, whether you have a U.S. bank account or a Japanese bank account, you can fund the IB account. You can even fund from both.
IB does not let you invest in U.S. mutual funds. This sounds like a deal-breaker, but it's actually not. You can still invest in U.S. ETFs. This includes Vanguard's total stock market index ETF, total bond market index ETF, etc.
IB has an iPhone app that is pretty good and probably an Android app too. Although, as someone doing long-term investing for retirement, you probably don't need this and don't want to be checking your account too much (refer to /personalfinance as to why).
IB has multiple account types. You will probably see IBLLC and IBSJ. The differences are two-fold: First: an IBSJ is only used to trade Japan domestic equity. You don't want this because you want to trade U.S. equity. Instead, IBLLC is used to trade overseas (U.S. equity). Second: as of 2016, IBJS requires your My Number information, but IBLLC does not. Again, you don't want IBJS, so don't worry about the My Number information.
Open a "Japan Resident Individual Account for IBLLC" account online. This is a lengthy process. Make sure you have the required information.
  • You will need to send info about your current address in Japan, your 在留カード (zairyuu/"gaijin" card), job information, bank account information, and so on. I got confused and sent my My Number card information as well, but this only caused a hiccup in their process and I was told to remove it. Don't submit your My Number information.
  • You need to choose your base currency. Your base currency determines what currency you trade in and receive dividends/money from selling in. I think you need to specify USD here, but not sure. I chose USD because U.S. stocks are in USD and I used my U.S. bank account to intially fund my account. It may not matter, but this needs confirmation.
  • You need to specify that you have trading experience. I forget the actual numbers you need to put into the form, but make sure you put enough experience that allows you to trade ETFs overseas. You can fiddle with the numbers right there in the form, and options open up as you change the numbers. Play with it until it's just right. This part is hazy, and just seems to be some safeguards for IB so that new investors can't sue/blame IB for their own trading stupidity when they lose all their money. If you really don't have any experience trading, IB offers virtual "fake" accounts you can use to play around with trading. I suggest you try it.
After about a week you should have your new account. The next step is funding it, or you may have selected to fund it up front when you created the account so it may already be done. Anyway, the easiest way is to have IB request the wire transfer from your bank. I did this. It was really annoying, but it took about another week or so to go through. Beware that you probably can't start buying right away and need to wait for the transfer to clear.
Congratulations! You're ready to start buying now. Refer to /personalfinance in what to invest in. Remember that you are limited to buying ETFs and a few other things, and not mutual funds (but you can get their ETF equivalents).
Using
TBD... (anyone want to fill this out?)
Part III: Taxes
You need to declare and pay taxes on your dividends and any capital gains you make. Beware.
TBD... (this is arguably the most important part, but I just don't have time to go into it now. Someone feel free to help!)
TL;DR: Open an account with Interactive Brokers online and buy ETFs.
submitted by crab_balls to japanlife [link] [comments]

Subreddit Stats: cs7646_fall2017 top posts from 2017-08-23 to 2017-12-10 22:43 PDT

Period: 108.98 days
Submissions Comments
Total 999 10425
Rate (per day) 9.17 95.73
Unique Redditors 361 695
Combined Score 4162 17424

Top Submitters' Top Submissions

  1. 296 points, 24 submissions: tuckerbalch
    1. Project 2 Megathread (optimize_something) (33 points, 475 comments)
    2. project 3 megathread (assess_learners) (27 points, 1130 comments)
    3. For online students: Participation check #2 (23 points, 47 comments)
    4. ML / Data Scientist internship and full time job opportunities (20 points, 36 comments)
    5. Advance information on Project 3 (19 points, 22 comments)
    6. participation check #3 (19 points, 29 comments)
    7. manual_strategy project megathread (17 points, 825 comments)
    8. project 4 megathread (defeat_learners) (15 points, 209 comments)
    9. project 5 megathread (marketsim) (15 points, 484 comments)
    10. QLearning Robot project megathread (12 points, 691 comments)
  2. 278 points, 17 submissions: davebyrd
    1. A little more on Pandas indexing/slicing ([] vs ix vs iloc vs loc) and numpy shapes (37 points, 10 comments)
    2. Project 1 Megathread (assess_portfolio) (34 points, 466 comments)
    3. marketsim grades are up (25 points, 28 comments)
    4. Midterm stats (24 points, 32 comments)
    5. Welcome to CS 7646 MLT! (23 points, 132 comments)
    6. How to interact with TAs, discuss grades, performance, request exceptions... (18 points, 31 comments)
    7. assess_portfolio grades have been released (18 points, 34 comments)
    8. Midterm grades posted to T-Square (15 points, 30 comments)
    9. Removed posts (15 points, 2 comments)
    10. assess_portfolio IMPORTANT README: about sample frequency (13 points, 26 comments)
  3. 118 points, 17 submissions: yokh_cs7646
    1. Exam 2 Information (39 points, 40 comments)
    2. Reformat Assignment Pages? (14 points, 2 comments)
    3. What did the real-life Michael Burry have to say? (13 points, 2 comments)
    4. PSA: Read the Rubric carefully and ahead-of-time (8 points, 15 comments)
    5. How do I know that I'm correct and not just lucky? (7 points, 31 comments)
    6. ML Papers and News (7 points, 5 comments)
    7. What are "question pools"? (6 points, 4 comments)
    8. Explanation of "Regression" (5 points, 5 comments)
    9. GT Github taking FOREVER to push to..? (4 points, 14 comments)
    10. Dead links on the course wiki (3 points, 2 comments)
  4. 67 points, 13 submissions: harshsikka123
    1. To all those struggling, some words of courage! (20 points, 18 comments)
    2. Just got locked out of my apartment, am submitting from a stairwell (19 points, 12 comments)
    3. Thoroughly enjoying the lectures, some of the best I've seen! (13 points, 13 comments)
    4. Just for reference, how long did Assignment 1 take you all to implement? (3 points, 31 comments)
    5. Grade_Learners Taking about 7 seconds on Buffet vs 5 on Local, is this acceptable if all tests are passing? (2 points, 2 comments)
    6. Is anyone running into the Runtime Error, Invalid DISPLAY variable when trying to save the figures as pdfs to the Buffet servers? (2 points, 9 comments)
    7. Still not seeing an ML4T onboarding test on ProctorTrack (2 points, 10 comments)
    8. Any news on when Optimize_Something grades will be released? (1 point, 1 comment)
    9. Baglearner RMSE and leaf size? (1 point, 2 comments)
    10. My results are oh so slightly off, any thoughts? (1 point, 11 comments)
  5. 63 points, 10 submissions: htrajan
    1. Sample test case: missing data (22 points, 36 comments)
    2. Optimize_something test cases (13 points, 22 comments)
    3. Met Burt Malkiel today (6 points, 1 comment)
    4. Heads up: Dataframe.std != np.std (5 points, 5 comments)
    5. optimize_something: graph (5 points, 29 comments)
    6. Schedule still reflecting shortened summer timeframe? (4 points, 3 comments)
    7. Quick clarification about InsaneLearner (3 points, 8 comments)
    8. Test cases using rfr? (3 points, 5 comments)
    9. Input format of rfr (2 points, 1 comment)
    10. [Shameless recruiting post] Wealthfront is hiring! (0 points, 9 comments)
  6. 62 points, 7 submissions: swamijay
    1. defeat_learner test case (34 points, 38 comments)
    2. Project 3 test cases (15 points, 27 comments)
    3. Defeat_Learner - related questions (6 points, 9 comments)
    4. Options risk/reward (2 points, 0 comments)
    5. manual strategy - you must remain in the position for 21 trading days. (2 points, 9 comments)
    6. standardizing values (2 points, 0 comments)
    7. technical indicators - period for moving averages, or anything that looks past n days (1 point, 3 comments)
  7. 61 points, 9 submissions: gatech-raleighite
    1. Protip: Better reddit search (22 points, 9 comments)
    2. Helpful numpy array cheat sheet (16 points, 10 comments)
    3. In your experience Professor, Mr. Byrd, which strategy is "best" for trading ? (12 points, 10 comments)
    4. Industrial strength or mature versions of the assignments ? (4 points, 2 comments)
    5. What is the correct (faster) way of doing this bit of pandas code (updating multiple slice values) (2 points, 10 comments)
    6. What is the correct (pythonesque?) way to select 60% of rows ? (2 points, 11 comments)
    7. How to get adjusted close price for funds not publicly traded (TSP) ? (1 point, 2 comments)
    8. Is there a way to only test one or 2 of the learners using grade_learners.py ? (1 point, 10 comments)
    9. OMS CS Digital Career Seminar Series - Scott Leitstein recording available online? (1 point, 4 comments)
  8. 60 points, 2 submissions: reyallan
    1. [Project Questions] Unit Tests for assess_portfolio assignment (58 points, 52 comments)
    2. Financial data, technical indicators and live trading (2 points, 8 comments)
  9. 59 points, 12 submissions: dyllll
    1. Please upvote helpful posts and other advice. (26 points, 1 comment)
    2. Books to further study in trading with machine learning? (14 points, 9 comments)
    3. Is Q-Learning the best reinforcement learning method for stock trading? (4 points, 4 comments)
    4. Any way to download the lessons? (3 points, 4 comments)
    5. Can a TA please contact me? (2 points, 7 comments)
    6. Is the vectorization code from the youtube video available to us? (2 points, 2 comments)
    7. Position of webcam (2 points, 15 comments)
    8. Question about assignment one (2 points, 5 comments)
    9. Are udacity quizzes recorded? (1 point, 2 comments)
    10. Does normalization of indicators matter in a Q-Learner? (1 point, 7 comments)
  10. 56 points, 2 submissions: jan-laszlo
    1. Proper git workflow (43 points, 19 comments)
    2. Adding you SSH key for password-less access to remote hosts (13 points, 7 comments)
  11. 53 points, 1 submission: agifft3_omscs
    1. [Project Questions] Unit Tests for optimize_something assignment (53 points, 94 comments)
  12. 50 points, 16 submissions: BNielson
    1. Regression Trees (7 points, 9 comments)
    2. Two Interpretations of RFR are leading to two different possible Sharpe Ratios -- Need Instructor clarification ASAP (5 points, 3 comments)
    3. PYTHONPATH=../:. python grade_analysis.py (4 points, 7 comments)
    4. Running on Windows and PyCharm (4 points, 4 comments)
    5. Studying for the midterm: python questions (4 points, 0 comments)
    6. Assess Learners Grader (3 points, 2 comments)
    7. Manual Strategy Grade (3 points, 2 comments)
    8. Rewards in Q Learning (3 points, 3 comments)
    9. SSH/Putty on Windows (3 points, 4 comments)
    10. Slight contradiction on ProctorTrack Exam (3 points, 4 comments)
  13. 49 points, 7 submissions: j0shj0nes
    1. QLearning Robot - Finalized and Released Soon? (18 points, 4 comments)
    2. Flash Boys, HFT, frontrunning... (10 points, 3 comments)
    3. Deprecations / errata (7 points, 5 comments)
    4. Udacity lectures via GT account, versus personal account (6 points, 2 comments)
    5. Python: console-driven development (5 points, 5 comments)
    6. Buffet pandas / numpy versions (2 points, 2 comments)
    7. Quant research on earnings calls (1 point, 0 comments)
  14. 45 points, 11 submissions: Zapurza
    1. Suggestion for Strategy learner mega thread. (14 points, 1 comment)
    2. Which lectures to watch for upcoming project q learning robot? (7 points, 5 comments)
    3. In schedule file, there is no link against 'voting ensemble strategy'? Scheduled for Nov 13-20 week (6 points, 3 comments)
    4. How to add questions to the question bank? I can see there is 2% credit for that. (4 points, 5 comments)
    5. Scratch paper use (3 points, 6 comments)
    6. The big short movie link on you tube says the video is not available in your country. (3 points, 9 comments)
    7. Distance between training data date and future forecast date (2 points, 2 comments)
    8. News affecting stock market and machine learning algorithms (2 points, 4 comments)
    9. pandas import in pydev (2 points, 0 comments)
    10. Assess learner server error (1 point, 2 comments)
  15. 43 points, 23 submissions: chvbs2000
    1. Is the Strategy Learner finalized? (10 points, 3 comments)
    2. Test extra 15 test cases for marketsim (3 points, 12 comments)
    3. Confusion between the term computing "back-in time" and "going forward" (2 points, 1 comment)
    4. How to define "each transaction"? (2 points, 4 comments)
    5. How to filling the assignment into Jupyter Notebook? (2 points, 4 comments)
    6. IOError: File ../data/SPY.csv does not exist (2 points, 4 comments)
    7. Issue in Access to machines at Georgia Tech via MacOS terminal (2 points, 5 comments)
    8. Reading data from Jupyter Notebook (2 points, 3 comments)
    9. benchmark vs manual strategy vs best possible strategy (2 points, 2 comments)
    10. global name 'pd' is not defined (2 points, 4 comments)
  16. 43 points, 15 submissions: shuang379
    1. How to test my code on buffet machine? (10 points, 15 comments)
    2. Can we get the ppt for "Decision Trees"? (8 points, 2 comments)
    3. python question pool question (5 points, 6 comments)
    4. set up problems (3 points, 4 comments)
    5. Do I need another camera for scanning? (2 points, 9 comments)
    6. Is chapter 9 covered by the midterm? (2 points, 2 comments)
    7. Why grade_analysis.py could run even if I rm analysis.py? (2 points, 5 comments)
    8. python question pool No.48 (2 points, 6 comments)
    9. where could we find old versions of the rest projects? (2 points, 2 comments)
    10. where to put ml4t-libraries to install those libraries? (2 points, 1 comment)
  17. 42 points, 14 submissions: larrva
    1. is there a mistake in How-to-learn-a-decision-tree.pdf (7 points, 7 comments)
    2. maximum recursion depth problem (6 points, 10 comments)
    3. [Urgent]Unable to use proctortrack in China (4 points, 21 comments)
    4. manual_strategynumber of indicators to use (3 points, 10 comments)
    5. Assignment 2: Got 63 points. (3 points, 3 comments)
    6. Software installation workshop (3 points, 7 comments)
    7. question regarding functools32 version (3 points, 3 comments)
    8. workshop on Aug 31 (3 points, 8 comments)
    9. Mount remote server to local machine (2 points, 2 comments)
    10. any suggestion on objective function (2 points, 3 comments)
  18. 41 points, 8 submissions: Ran__Ran
    1. Any resource will be available for final exam? (19 points, 6 comments)
    2. Need clarification on size of X, Y in defeat_learners (7 points, 10 comments)
    3. Get the same date format as in example chart (4 points, 3 comments)
    4. Cannot log in GitHub Desktop using GT account? (3 points, 3 comments)
    5. Do we have notes or ppt for Time Series Data? (3 points, 5 comments)
    6. Can we know the commission & market impact for short example? (2 points, 7 comments)
    7. Course schedule export issue (2 points, 15 comments)
    8. Buying/seeking beta v.s. buying/seeking alpha (1 point, 6 comments)
  19. 38 points, 4 submissions: ProudRamblinWreck
    1. Exam 2 Study topics (21 points, 5 comments)
    2. Reddit participation as part of grade? (13 points, 32 comments)
    3. Will birds chirping in the background flag me on Proctortrack? (3 points, 5 comments)
    4. Midterm Study Guide question pools (1 point, 2 comments)
  20. 37 points, 6 submissions: gatechben
    1. Submission page for strategy learner? (14 points, 10 comments)
    2. PSA: The grading script for strategy_learner changed on the 26th (10 points, 9 comments)
    3. Where is util.py supposed to be located? (8 points, 8 comments)
    4. PSA:. The default dates in the assignment 1 template are not the same as the examples on the assignment page. (2 points, 1 comment)
    5. Schedule: Discussion of upcoming trading projects? (2 points, 3 comments)
    6. [defeat_learners] More than one column for X? (1 point, 1 comment)
  21. 37 points, 3 submissions: jgeiger
    1. Please send/announce when changes are made to the project code (23 points, 7 comments)
    2. The Big Short on Netflix for OMSCS students (week of 10/16) (11 points, 6 comments)
    3. Typo(?) for Assess_portfolio wiki page (3 points, 2 comments)
  22. 35 points, 10 submissions: ltian35
    1. selecting row using .ix (8 points, 9 comments)
    2. Will the following 2 topics be included in the final exam(online student)? (7 points, 4 comments)
    3. udacity quiz (7 points, 4 comments)
    4. pdf of lecture (3 points, 4 comments)
    5. print friendly version of the course schedule (3 points, 9 comments)
    6. about learner regression vs classificaiton (2 points, 2 comments)
    7. is there a simple way to verify the correctness of our decision tree (2 points, 4 comments)
    8. about Building an ML-based forex strategy (1 point, 2 comments)
    9. about technical analysis (1 point, 6 comments)
    10. final exam online time period (1 point, 2 comments)
  23. 33 points, 2 submissions: bhrolenok
    1. Assess learners template and grading script is now available in the public repository (24 points, 0 comments)
    2. Tutorial for software setup on Windows (9 points, 35 comments)
  24. 31 points, 4 submissions: johannes_92
    1. Deadline extension? (26 points, 40 comments)
    2. Pandas date indexing issues (2 points, 5 comments)
    3. Why do we subtract 1 from SMA calculation? (2 points, 3 comments)
    4. Unexpected number of calls to query, sum=20 (should be 20), max=20 (should be 1), min=20 (should be 1) -bash: syntax error near unexpected token `(' (1 point, 3 comments)
  25. 30 points, 5 submissions: log_base_pi
    1. The Massive Hedge Fund Betting on AI [Article] (9 points, 1 comment)
    2. Useful Python tips and tricks (8 points, 10 comments)
    3. Video of overview of remaining projects with Tucker Balch (7 points, 1 comment)
    4. Will any material from the lecture by Goldman Sachs be covered on the exam? (5 points, 1 comment)
    5. What will the 2nd half of the course be like? (1 point, 8 comments)
  26. 30 points, 4 submissions: acschwabe
    1. Assignment and Exam Calendar (ICS File) (17 points, 6 comments)
    2. Please OMG give us any options for extra credit (8 points, 12 comments)
    3. Strategy learner question (3 points, 1 comment)
    4. Proctortrack: Do we need to schedule our test time? (2 points, 10 comments)
  27. 29 points, 9 submissions: _ant0n_
    1. Next assignment? (9 points, 6 comments)
    2. Proctortrack Onboarding test? (6 points, 11 comments)
    3. Manual strategy: Allowable positions (3 points, 7 comments)
    4. Anyone watched Black Scholes documentary? (2 points, 16 comments)
    5. Buffet machines hardware (2 points, 6 comments)
    6. Defeat learners: clarification (2 points, 4 comments)
    7. Is 'optimize_something' on the way to class GitHub repo? (2 points, 6 comments)
    8. assess_portfolio(... gen_plot=True) (2 points, 8 comments)
    9. remote job != remote + international? (1 point, 15 comments)
  28. 26 points, 10 submissions: umersaalis
    1. comments.txt (7 points, 6 comments)
    2. Assignment 2: report.pdf (6 points, 30 comments)
    3. Assignment 2: report.pdf sharing & plagiarism (3 points, 12 comments)
    4. Max Recursion Limit (3 points, 10 comments)
    5. Parametric vs Non-Parametric Model (3 points, 13 comments)
    6. Bag Learner Training (1 point, 2 comments)
    7. Decision Tree Issue: (1 point, 2 comments)
    8. Error in Running DTLearner and RTLearner (1 point, 12 comments)
    9. My Results for the four learners. Please check if you guys are getting values somewhat near to these. Exact match may not be there due to randomization. (1 point, 4 comments)
    10. Can we add the assignments and solutions to our public github profile? (0 points, 7 comments)
  29. 26 points, 6 submissions: abiele
    1. Recommended Reading? (13 points, 1 comment)
    2. Number of Indicators Used by Actual Trading Systems (7 points, 6 comments)
    3. Software Install Instructions From TA's Video Not Working (2 points, 2 comments)
    4. Suggest that TA/Instructor Contact Info Should be Added to the Syllabus (2 points, 2 comments)
    5. ML4T Software Setup (1 point, 3 comments)
    6. Where can I find the grading folder? (1 point, 4 comments)
  30. 26 points, 6 submissions: tomatonight
    1. Do we have all the information needed to finish the last project Strategy learner? (15 points, 3 comments)
    2. Does anyone interested in cryptocurrency trading/investing/others? (3 points, 6 comments)
    3. length of portfolio daily return (3 points, 2 comments)
    4. Did Michael Burry, Jamie&Charlie enter the short position too early? (2 points, 4 comments)
    5. where to check participation score (2 points, 1 comment)
    6. Where to collect the midterm exam? (forgot to take it last week) (1 point, 3 comments)
  31. 26 points, 3 submissions: hilo260
    1. Is there a template for optimize_something on GitHub? (14 points, 3 comments)
    2. Marketism project? (8 points, 6 comments)
    3. "Do not change the API" (4 points, 7 comments)
  32. 26 points, 3 submissions: niufen
    1. Windows Server Setup Guide (23 points, 16 comments)
    2. Strategy Learner Adding UserID as Comment (2 points, 2 comments)
    3. Connect to server via Python Error (1 point, 6 comments)
  33. 26 points, 3 submissions: whoyoung99
    1. How much time you spend on Assess Learner? (13 points, 47 comments)
    2. Git clone repository without fork (8 points, 2 comments)
    3. Just for fun (5 points, 1 comment)
  34. 25 points, 8 submissions: SharjeelHanif
    1. When can we discuss defeat learners methods? (10 points, 1 comment)
    2. Are the buffet servers really down? (3 points, 2 comments)
    3. Are the midterm results in proctortrack gone? (3 points, 3 comments)
    4. Will these finance topics be covered on the final? (3 points, 9 comments)
    5. Anyone get set up with Proctortrack? (2 points, 10 comments)
    6. Incentives Quiz Discussion (2-01, Lesson 11.8) (2 points, 3 comments)
    7. Anyone from Houston, TX (1 point, 1 comment)
    8. How can I trace my error back to a line of code? (assess learners) (1 point, 3 comments)
  35. 25 points, 5 submissions: jlamberts3
    1. Conda vs VirtualEnv (7 points, 8 comments)
    2. Cool Portfolio Backtesting Tool (6 points, 6 comments)
    3. Warren Buffett wins $1M bet made a decade ago that the S&P 500 stock index would outperform hedge funds (6 points, 12 comments)
    4. Windows Ubuntu Subsystem Putty Alternative (4 points, 0 comments)
    5. Algorithmic Trading Of Digital Assets (2 points, 0 comments)
  36. 25 points, 4 submissions: suman_paul
    1. Grade statistics (9 points, 3 comments)
    2. Machine Learning book by Mitchell (6 points, 11 comments)
    3. Thank You (6 points, 6 comments)
    4. Assignment1 ready to be cloned? (4 points, 4 comments)
  37. 25 points, 3 submissions: Spareo
    1. Submit Assignments Function (OS X/Linux) (15 points, 6 comments)
    2. Quantsoftware Site down? (8 points, 38 comments)
    3. ML4T_2017Spring folder on Buffet server?? (2 points, 5 comments)
  38. 24 points, 14 submissions: nelsongcg
    1. Is it realistic for us to try to build our own trading bot and profit? (6 points, 21 comments)
    2. Is the risk free rate zero for any country? (3 points, 7 comments)
    3. Models and black swans - discussion (3 points, 0 comments)
    4. Normal distribution assumption for options pricing (2 points, 3 comments)
    5. Technical analysis for cryptocurrency market? (2 points, 4 comments)
    6. A counter argument to models by Nassim Taleb (1 point, 0 comments)
    7. Are we demandas to use the sample for part 1? (1 point, 1 comment)
    8. Benchmark for "trusting" your trading algorithm (1 point, 5 comments)
    9. Don't these two statements on the project description contradict each other? (1 point, 2 comments)
    10. Forgot my TA (1 point, 6 comments)
  39. 24 points, 11 submissions: nurobezede
    1. Best way to obtain survivor bias free stock data (8 points, 1 comment)
    2. Please confirm Midterm is from October 13-16 online with proctortrack. (5 points, 2 comments)
    3. Are these DTlearner Corr values good? (2 points, 6 comments)
    4. Testing gen_data.py (2 points, 3 comments)
    5. BagLearner of Baglearners says 'Object is not callable' (1 point, 8 comments)
    6. DTlearner training RMSE none zero but almost there (1 point, 2 comments)
    7. How to submit analysis using git and confirm it? (1 point, 2 comments)
    8. Passing kwargs to learners in a BagLearner (1 point, 5 comments)
    9. Sampling for bagging tree (1 point, 8 comments)
    10. code failing the 18th test with grade_learners.py (1 point, 6 comments)
  40. 24 points, 4 submissions: AeroZach
    1. questions about how to build a machine learning system that's going to work well in a real market (12 points, 6 comments)
    2. Survivor Bias Free Data (7 points, 5 comments)
    3. Genetic Algorithms for Feature selection (3 points, 5 comments)
    4. How far back can you train? (2 points, 2 comments)
  41. 23 points, 9 submissions: vsrinath6
    1. Participation check #3 - Haven't seen it yet (5 points, 5 comments)
    2. What are the tasks for this week? (5 points, 12 comments)
    3. No projects until after the mid-term? (4 points, 5 comments)
    4. Format / Syllabus for the exams (2 points, 3 comments)
    5. Has there been a Participation check #4? (2 points, 8 comments)
    6. Project 3 not visible on T-Square (2 points, 3 comments)
    7. Assess learners - do we need to check is method implemented for BagLearner? (1 point, 4 comments)
    8. Correct number of days reported in the dataframe (should be the number of trading days between the start date and end date, inclusive). (1 point, 0 comments)
    9. RuntimeError: Invalid DISPLAY variable (1 point, 2 comments)
  42. 23 points, 8 submissions: nick_algorithm
    1. Help with getting Average Daily Return Right (6 points, 7 comments)
    2. Hint for args argument in scipy minimize (5 points, 2 comments)
    3. How do you make money off of highly volatile (high SDDR) stocks? (4 points, 5 comments)
    4. Can We Use Code Obtained from Class To Make Money without Fear of Being Sued (3 points, 6 comments)
    5. Is the Std for Bollinger Bands calculated over the same timespan of the Moving Average? (2 points, 2 comments)
    6. Can't run grade_learners.py but I'm not doing anything different from the last assignment (?) (1 point, 5 comments)
    7. How to determine value at terminal node of tree? (1 point, 1 comment)
    8. Is there a way to get Reddit announcements piped to email (or have a subsequent T-Square announcement published simultaneously) (1 point, 2 comments)
  43. 23 points, 1 submission: gong6
    1. Is manual strategy ready? (23 points, 6 comments)
  44. 21 points, 6 submissions: amchang87
    1. Reason for public reddit? (6 points, 4 comments)
    2. Manual Strategy - 21 day holding Period (4 points, 12 comments)
    3. Sharpe Ratio (4 points, 6 comments)
    4. Manual Strategy - No Position? (3 points, 3 comments)
    5. ML / Manual Trader Performance (2 points, 0 comments)
    6. T-Square Submission Missing? (2 points, 3 comments)
  45. 21 points, 6 submissions: fall2017_ml4t_cs_god
    1. PSA: When typing in code, please use 'formatting help' to see how to make the code read cleaner. (8 points, 2 comments)
    2. Why do Bollinger Bands use 2 standard deviations? (5 points, 20 comments)
    3. How do I log into the [email protected]? (3 points, 1 comment)
    4. Is midterm 2 cumulative? (2 points, 3 comments)
    5. Where can we learn about options? (2 points, 2 comments)
    6. How do you calculate the analysis statistics for bps and manual strategy? (1 point, 1 comment)
  46. 21 points, 5 submissions: Jmitchell83
    1. Manual Strategy Grades (12 points, 9 comments)
    2. two-factor (3 points, 6 comments)
    3. Free to use volume? (2 points, 1 comment)
    4. Is MC1-Project-1 different than assess_portfolio? (2 points, 2 comments)
    5. Online Participation Checks (2 points, 4 comments)
  47. 21 points, 5 submissions: Sergei_B
    1. Do we need to worry about missing data for Asset Portfolio? (14 points, 13 comments)
    2. How do you get data from yahoo in panda? the sample old code is below: (2 points, 3 comments)
    3. How to fix import pandas as pd ImportError: No module named pandas? (2 points, 4 comments)
    4. Python Practice exam Question 48 (2 points, 2 comments)
    5. Mac: "virtualenv : command not found" (1 point, 2 comments)
  48. 21 points, 3 submissions: mharrow3
    1. First time reddit user .. (17 points, 37 comments)
    2. Course errors/types (2 points, 2 comments)
    3. Install course software on macOS using Vagrant .. (2 points, 0 comments)
  49. 20 points, 9 submissions: iceguyvn
    1. Manual strategy implementation for future projects (4 points, 15 comments)
    2. Help with correlation calculation (3 points, 15 comments)
    3. Help! maximum recursion depth exceeded (3 points, 10 comments)
    4. Help: how to index by date? (2 points, 4 comments)
    5. How to attach a 1D array to a 2D array? (2 points, 2 comments)
    6. How to set a single cell in a 2D DataFrame? (2 points, 4 comments)
    7. Next assignment after marketsim? (2 points, 4 comments)
    8. Pythonic way to detect the first row? (1 point, 6 comments)
    9. Questions regarding seed (1 point, 1 comment)
  50. 20 points, 3 submissions: JetsonDavis
    1. Push back assignment 3? (10 points, 14 comments)
    2. Final project (9 points, 3 comments)
    3. Numpy versions (1 point, 2 comments)
  51. 20 points, 2 submissions: pharmerino
    1. assess_portfolio test cases (16 points, 88 comments)
    2. ML4T Assignments (4 points, 6 comments)

Top Commenters

  1. tuckerbalch (2296 points, 1185 comments)
  2. davebyrd (1033 points, 466 comments)
  3. yokh_cs7646 (320 points, 177 comments)
  4. rgraziano3 (266 points, 147 comments)
  5. j0shj0nes (264 points, 148 comments)
  6. i__want__piazza (236 points, 127 comments)
  7. swamijay (227 points, 116 comments)
  8. _ant0n_ (205 points, 149 comments)
  9. ml4tstudent (204 points, 117 comments)
  10. gatechben (179 points, 107 comments)
  11. BNielson (176 points, 108 comments)
  12. jameschanx (176 points, 94 comments)
  13. Artmageddon (167 points, 83 comments)
  14. htrajan (162 points, 81 comments)
  15. boyko11 (154 points, 99 comments)
  16. alyssa_p_hacker (146 points, 80 comments)
  17. log_base_pi (141 points, 80 comments)
  18. Ran__Ran (139 points, 99 comments)
  19. johnsmarion (136 points, 86 comments)
  20. jgorman30_gatech (135 points, 102 comments)
  21. dyllll (125 points, 91 comments)
  22. MikeLachmayr (123 points, 95 comments)
  23. awhoof (113 points, 72 comments)
  24. SharjeelHanif (106 points, 59 comments)
  25. larrva (101 points, 69 comments)
  26. augustinius (100 points, 52 comments)
  27. oimesbcs (99 points, 67 comments)
  28. vansh21k (98 points, 62 comments)
  29. W1redgh0st (97 points, 70 comments)
  30. ybai67 (96 points, 41 comments)
  31. JuanCarlosKuriPinto (95 points, 54 comments)
  32. acschwabe (93 points, 58 comments)
  33. pharmerino (92 points, 47 comments)
  34. jgeiger (91 points, 28 comments)
  35. Zapurza (88 points, 70 comments)
  36. jyoms (87 points, 55 comments)
  37. omscs_zenan (87 points, 44 comments)
  38. nurobezede (85 points, 64 comments)
  39. BelaZhu (83 points, 50 comments)
  40. jason_gt (82 points, 36 comments)
  41. shuang379 (81 points, 64 comments)
  42. ggatech (81 points, 51 comments)
  43. nitinkodial_gatech (78 points, 59 comments)
  44. harshsikka123 (77 points, 55 comments)
  45. bkeenan7 (76 points, 49 comments)
  46. moxyll (76 points, 32 comments)
  47. nelsongcg (75 points, 53 comments)
  48. nickzelei (75 points, 41 comments)
  49. hunter2omscs (74 points, 29 comments)
  50. pointblank41 (73 points, 36 comments)
  51. zheweisun (66 points, 48 comments)
  52. bs_123 (66 points, 36 comments)
  53. storytimeuva (66 points, 36 comments)
  54. sva6 (66 points, 31 comments)
  55. bhrolenok (66 points, 27 comments)
  56. lingkaizuo (63 points, 46 comments)
  57. Marvel_this (62 points, 36 comments)
  58. agifft3_omscs (62 points, 35 comments)
  59. ssung40 (61 points, 47 comments)
  60. amchang87 (61 points, 32 comments)
  61. joshuak_gatech (61 points, 30 comments)
  62. fall2017_ml4t_cs_god (60 points, 50 comments)
  63. ccrouch8 (60 points, 45 comments)
  64. nick_algorithm (60 points, 29 comments)
  65. JetsonDavis (59 points, 35 comments)
  66. yjacket103 (58 points, 36 comments)
  67. hilo260 (58 points, 29 comments)
  68. coolwhip1234 (58 points, 15 comments)
  69. chvbs2000 (57 points, 49 comments)
  70. suman_paul (57 points, 29 comments)
  71. masterm (57 points, 23 comments)
  72. RolfKwakkelaar (55 points, 32 comments)
  73. rpb3 (55 points, 23 comments)
  74. venkatesh8 (54 points, 30 comments)
  75. omscs_avik (53 points, 37 comments)
  76. bman8810 (52 points, 31 comments)
  77. snladak (51 points, 31 comments)
  78. dfihn3 (50 points, 43 comments)
  79. mlcrypto (50 points, 32 comments)
  80. omscs-student (49 points, 26 comments)
  81. NellVega (48 points, 32 comments)
  82. booglespace (48 points, 23 comments)
  83. ccortner3 (48 points, 23 comments)
  84. caa5042 (47 points, 34 comments)
  85. gcalma3 (47 points, 25 comments)
  86. krushnatmore (44 points, 32 comments)
  87. sn_48 (43 points, 22 comments)
  88. thenewprofessional (43 points, 16 comments)
  89. urider (42 points, 33 comments)
  90. gatech-raleighite (42 points, 30 comments)
  91. chrisong2017 (41 points, 26 comments)
  92. ProudRamblinWreck (41 points, 24 comments)
  93. kramey8 (41 points, 24 comments)
  94. coderafk (40 points, 28 comments)
  95. niufen (40 points, 23 comments)
  96. tholladay3 (40 points, 23 comments)
  97. SaberCrunch (40 points, 22 comments)
  98. gnr11 (40 points, 21 comments)
  99. nadav3 (40 points, 18 comments)
  100. gt7431a (40 points, 16 comments)

Top Submissions

  1. [Project Questions] Unit Tests for assess_portfolio assignment by reyallan (58 points, 52 comments)
  2. [Project Questions] Unit Tests for optimize_something assignment by agifft3_omscs (53 points, 94 comments)
  3. Proper git workflow by jan-laszlo (43 points, 19 comments)
  4. Exam 2 Information by yokh_cs7646 (39 points, 40 comments)
  5. A little more on Pandas indexing/slicing ([] vs ix vs iloc vs loc) and numpy shapes by davebyrd (37 points, 10 comments)
  6. Project 1 Megathread (assess_portfolio) by davebyrd (34 points, 466 comments)
  7. defeat_learner test case by swamijay (34 points, 38 comments)
  8. Project 2 Megathread (optimize_something) by tuckerbalch (33 points, 475 comments)
  9. project 3 megathread (assess_learners) by tuckerbalch (27 points, 1130 comments)
  10. Deadline extension? by johannes_92 (26 points, 40 comments)

Top Comments

  1. 34 points: jgeiger's comment in QLearning Robot project megathread
  2. 31 points: coolwhip1234's comment in QLearning Robot project megathread
  3. 30 points: tuckerbalch's comment in Why Professor is usually late for class?
  4. 23 points: davebyrd's comment in Deadline extension?
  5. 20 points: jason_gt's comment in What would be a good quiz question regarding The Big Short?
  6. 19 points: yokh_cs7646's comment in For online students: Participation check #2
  7. 17 points: i__want__piazza's comment in project 3 megathread (assess_learners)
  8. 17 points: nathakhanh2's comment in Project 2 Megathread (optimize_something)
  9. 17 points: pharmerino's comment in Midterm study Megathread
  10. 17 points: tuckerbalch's comment in Midterm grades posted to T-Square
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submitted by subreddit_stats to subreddit_stats [link] [comments]

TradeRiser Can Answer Simple and Complex Trading Questions

TradeRiser Can Answer Simple and Complex Trading Questions
Artificial Intelligence as the term is most often used today is simply put the theory and practice of building machines capable of performing tasks that seem to require intelligence. Currently, cutting-edge technologies striving to make this a reality include machine learning, artificial neural networks and deep learning. Meanwhile, blockchain is essentially a new filing system for digital information, which stores data in an encrypted, distributed ledger format. Because data is encrypted and distributed across many different computers, it enables the creation of tamper-proof, highly robust databases which can be read and updated only by those with permission.
https://preview.redd.it/lcgl0t05hid11.png?width=999&format=png&auto=webp&s=770bc5060c1d3852385a4cceb3603668b7027302

What is TradeRiser

TradeRiser is an artificially intelligent Research Assistant, that can answer simple and complex trading questions.

Market Problem

  • Motivation - Simplifying financial data analytics
  • Disrupting Human Intensive Research
  • Fewer Ideas Are Tested
  • Time-Consuming
  • Inefficiency
  • Information Overload
  • News and Events - Unstructured Data

TradeRiser Solution

  • TradeRiser's Research Assistant can immediately answer trading questions that a trader or investor has about the financial markets.
  • TradeRiser’s token mechanism will keep track and compensate financial analysts for their datasets of questions, data validation, accuracy checking, suggestions and example report creation.
  • The financial analysts can contribute in these ways to help train TradeRiser's machine learning Research Assistant, and be compensated accordingly.
  • XTI is the underlying mechanism used to facilitate this ecosystem, and provides XTI holders with direct participation in advancing our “single source of truth” questioning and answering system.

The Blockchain Features

  • Financial analysts are like freelancers or contractors, the blockchain allows TradeRiser to create smart contracts with the financial analysts for various pieces of work.
  • TradeRaiser commercial transactions and agreements will be executed automatically, it will enforce the obligations that the financial analysts have in a contract
  • It provides an automated collaborative approach for data gathering using a large diverse pool of financial analysts. The smart contract allows for the different stages of work carried out by çto be rewarded.

TradeRiser Ecosystem

https://preview.redd.it/5joo1336hid11.jpg?width=1349&format=pjpg&auto=webp&s=06df4aaf508337f91e57869423df76c5b00ffdcd

The Platform

TradeRiser has built an alpha/private beta version of the Research Assistant which focuses on:-
  • Forex
  • Commodities
  • Indices
The Platform will allow users to ask questions surrounding:-
  • The economic calendar events
  • Technical analysis
  • Correlation
  • Performance
Note:- The Current Version is alpha/private beta.
TradeRiser intends to transform this into powerful fully fledged Research Assistant that will accompany all corners of the trading and investing space. So far it has been seen by major investment banks and technology vendors, and has received a lot of positive feedback.
https://preview.redd.it/5j1p27s6hid11.jpg?width=1909&format=pjpg&auto=webp&s=f40fee3e9330b9206bf2a016a83f1c6c71f27552
https://preview.redd.it/mz6nteg7hid11.jpg?width=1918&format=pjpg&auto=webp&s=383b4812ef4aab510be15adb9997aff55233b5a7

TradeRiser Platform Features

  • Community Edition
  • Research Marketplace
  • Enterprise Edition

TradeRiser Tokens & Its Uses

A token based economy called XTI will be introduced, to incentivize researchers, for their data and contributions to the platform.
It'll be used for:-
  • Community Credibility
  • Payment Issues
  • Managing the Monetary Supply

Finally

Blockchain is best used in a distributed system where nodes are not necessarily trustworthy. Artificial Intelligence gains little from being distributed. It is best used on problems which require noticing patterns inferring rules of behavior, predicting eventual outcomes, determining underlying causes. The one use where these could come together would be in distributing the data a blockchain needs to contain.
✅Website: https://www.traderiser.com/ ✅Whitepaper: https://www.traderiser.com/sites/default/files/TradeRiser_WhitePaper.pdf
submitted by Ahmedgalal81 to CryptocurrencyICOs [link] [comments]

Global Visionariez and IML My 30 day Experience

To summarize my experience with the "product." It is 99.9% stalling and wasting your time with shit like this https://www.youtube.com/watch?v=za3tUUoj2iQ and hyping their own products. Dudes acting like "whaaaaaaaa" and showing phone screens with profits. Facebook is flooded with these people showing off how their boy "[insert name here]" is selling money and yada yada. Most of the content they post and host is just recruitment hype videos to bring more people in. Seriously... Like all day every day it felt like. Most the videos feature some hipsters and text screenshots of them being like: "OMG I gots some mad pips brah, 100 million pipz lulz #winning [intense sarcasm]."
Do yourself a favor and unfriend anyone who tries to sell you this shit. Because they are not your friend, and they view you as a $35 a month paycheck if you sign up. Most the common stuff you see in groups is people touting the wins, but don't fool yourself... Everyone is keeping their losses quiet because no one wants to make a fool out of themselves. I mean who makes videos of them watching someone else in video chat? Someone who doesn't know what the hell their doing or how to work technology... Which they happen to have some miracle program that will "change" your life. Oh, and the haters, HA you should just ignore them because they all don't like grape koolaide.
TL:DR Oh, look ma some YOLO saying swag fags are saying they can teach me to make mad bread. But it is just a job selling a job selling jobs to other people who in turn will be selling said jobs to others who will do the same.
4/24/16 EDIT This is the kind of shit that constantly keeps popping up in my feeds and spamming my cell phone in texts.
I just got started with Global Visionariez and iMarketsLive, What is next?! First off, Welcome to our family! My name is[removed name of person] Founder of GV, an organization that is changing lives and lifestyles around the globe. It's an honor to have you apart of the revolutionary team where our visions align towards a common cause. We have some of the best leadership hand to hand with the greatest opportunity in the game right now, which makes it a complete power house! The goal is the be able take the average person and have them take the road less travelled towards becoming an entrepreneur and attaining true freedom! The skills you will learn working along side with GV and IML are long lasting skills that you can pass down for generations to come and will help you develop and craft yourself into becoming the best version of yourself. We live by the Triple T's; TRADE. TRAVEL. TRANSFORM. Lifestyle by design. As we believe these are some of the main 3 keys towards freedom and happiness! 📈.✈.🚧.
Let's get started, you just bought your new car, now let's adjust the seats it to how you like it and what you want. The first thing you want to do is be able to get activated on your services and plugged into the sessions.
🔌 STAY PLUGGED IN AROUND THE CAMPFIRE 🔸 Subscribe To GV Updates [removed link]
📡Want to EARN before you LEARN and get connected to the Automatic Mirror Trader? [link removed] (1) FIRST create your broker account (Trading Funds Account) Choose the broker of your choice, we suggest Tradersway or FXCM 🔸 Tradersway ($8/month on FxSignalsLive - Better Leverage) INCLUDING PROMOTION (Less Deposit Fees, 18+, Deposit Bonus) [link removed] 🔸 FXCM (FREE on FxSignalsLive): [link removed] (2) How To Set Up Your Mirror-Trader? [more yolo swag links removed...]
📈📉 Want to start trading yourself? It's CRUCIAL to LEARN before you try to EARN trading yourself! Practice, practice, practice before you go LIVE. RULE #1, Don't EVER EVER EVER try to PREDICT the markets yourself, Don't have a gambling mindset! Be smart, Be strategic. Start with a DEMO account until you feel comfortable enough to trade with REAL money (30-90+ DAYS). If you want to start trading your real money deposit and connect with an MIRROR-TRADER [link removed] and trade with Chris Terry during LONDON / NY Sessions! Keep in mind, TRADING is 80% Mental (Psychology) and 20% Fundamental (Skillset) 📚(1) EDUCATE YOURSELF (STUDY more than you TRADE): 🔸 IML EDUCATION: Log into imarketslive.com -> TRADING -> TRADING LIBRARY 🔸 BEGINNERS KNOWLEDGE A-Z: [link removed] ; ⚠COMPLETE Pre-School before trading live 🔸 GVWSA COURSE: [link removed] ($50 one time) 🐾GV WALLSTREET (GVWSA): Train with Quillan Black through his legendary discounted course for IML members ONLY for $50 one time, completely up to you if you would like access, feel free to ask anyone around GV if it was worth it. If you plan to go to the next level trading and marking up charts you want to plug in ASAP! (2) SET UP MT4 (Trading Platform) + IML HARMONIC SCANNER 🔸 Download "MetaTrader 4" through App Store 🔸 Download MT4 / Scanner (Windows) [link removed] 🔸 Download MT4 /Scanner (MAC) [link removed] ⚠ Make sure you go through the Harmonic Scanner Course in IML Backoffice before you start using it. The Harmonic Scanner is primarily a confirmation tool to combine with your own analysis do NOT take trades off of it based of its entry calls, it is not 100% right neither would any software ever be. Use this in the right way and you will rock your world! (3) TRADE and LEARN with C. Terry 🔸 LONDON SESSION (Tues, Wed, Thurs) ⏰ 2am EST - 3am EST [more links removed] 🔸 NEW YORK SESSION (Mon - Fri) FOREX + FUTURES ⏰ 8am EST - 12pm EST [link removed] FULL RISK DISCLOSURE: Trading contains substantial risk and is not for every investor. An investor could potentially lose all or more than the initial investment. Risk capital is money that can be lost without jeopardizing ones financial security or life style. Only risk capital should be used for trading and only those with sufficient risk capital should consider trading. Past performance is not necessarily indicative of future results.
🗣 Paid sharing a retail service that is teaching you a financially independent skillset and helping you generate wealth in the worst economy? The FACT that you can potentially earn RESIDUAL income by sharing (marketing) a service that you would share for free anyways! The average MILLIONAIRE has 7 streams of income and never puts all of their eggs in one basket, especially throughout your journey of becoming a trader, the comfort of knowing you have a weekly residual income while you are trading in the markets truly powerful! YOUR FIRST GOAL ASAP........PERFECT STORM BONUS IN YOUR FIRST 14 DAYS. How to SHARE: What is Forex?: [link removed] What is IML (Overview): [link removed] Compensation Plan PDF: [link removed] Compensation Plan Video: [link removed] **TAG THE NEWEST MEMBER TO HAVE THEM START OFF THE RIGHT FOOT👇👇👇
edit 2 Removed links from post, I apologize I didn't notice the rule for this subreddit and fixed it before an admin got onto me. =) Edit/update 3* 5-21-16 Been a while now, still end up getting spam texts and other crap in my inbox on social media and email.
submitted by rjrttu86 to Forex [link] [comments]

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Forex Trading Secret Exposed! - YouTube

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