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[P] Forex machine learning strategy with Python: features processing

Hi, i’m preparing data (in Pandas) for a machine learning Forex strategy. Data comes from FRED, FXCM, Alpha vantage ecc. How could different features be aggregated in a pandas dataframe? For example fundamental data with price time series (GBPUSD + technical indicators + GDP + interest rates ecc). There is a problem with date adaptation, a feature is daily while others generally monthly. I know scaling and features selection/reduction with PCA but i’m interested in preprocessing and joining of features with different scale/values/timeframe. Please tell me a detailed process in pandas or Scikit Learn to obtain fundamental and price features perfectly merged and ready for a machine learning training/test. From cleaning to scaling. Then many ML models like Random trees or Svm will be compared choosing the best performer. Thank you very much.
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FAP Turbo – Is FAP Turbo Reliable Enough to Be Your Forex Machine?

FAP Turbo – Is FAP Turbo Reliable Enough to Be Your Forex Machine? submitted by Rufflenator to 3bitcoins [link] [comments]

FAP Turbo – Is FAP Turbo Reliable Enough to Be Your Forex Machine?

FAP Turbo – Is FAP Turbo Reliable Enough to Be Your Forex Machine? submitted by Leka213 to CryptocurrencyToday [link] [comments]

FAP Turbo – Is FAP Turbo Reliable Enough to Be Your Forex Machine?

FAP Turbo – Is FAP Turbo Reliable Enough to Be Your Forex Machine? submitted by ososru to Bitcoin4free [link] [comments]

FAP Turbo – Is FAP Turbo Reliable Enough to Be Your Forex Machine?

FAP Turbo – Is FAP Turbo Reliable Enough to Be Your Forex Machine? submitted by Hellterskelt to bitcoin_is_dead [link] [comments]

Money Making Forex Machine "FAP Turbo" Objective Review

If you've been the forex game for any amount of time, odds are Forex Millennium Review you've heard of automated forex trade programs. Some of these programs work whereas others are looking to milk the reputation of those which do and are only out to capture your dime.Whatever your feelings on this technology are, there is one forex trade program which you should be familiar with and may have already heard of which is known as FAP Turbo. This is my objective review of the forex machine, FAP Turbo.
FAP Turbo is an automated forex machine which trades automatically in the market on your behalf. It does this by constantly analyzing real-time 24-hour market data looking for profitable trading opportunities. Once it's found something, it invests accordingly, and reacts to changes as they occur. The ultimate goal of this software is to keep you on the winning ends of your trades as near 100% of time as possible.
I should mention now that FAP Turbo requires you to run it on your computer 24 hours a day and get a constant access to the Internet. The reason for this is because as I just mentioned it requires access to real time market data around the clock to work properly. If you can't do this for any reason, the publishers offer to run the program for you on their own dedicated servers for an extra charge.The major thing to take away from FAP Turbo and keep in mind is that this is not your average automated forex machine. This is one of the newer programs which takes on a completely unique and fresh approach as compared to other systems and this is that it only targets lower risk/reward trades.
Make no mistake about it, this is the most conservative trading system on the market today which roughly means that it boasts the greatest winning rate of any automated forex machine. The reason for this is because FAP Turbo is much more discerning about which trades it enacts than any other automated forex machine on the market today. This program keeps much higher standards which a trend in the market needs to meet before it will entrust it with any money. If it finds no reliable trends to invest in, it simply continues analyzing market data looking for a profitable opportunity.
https://neighboursreview.com/forex-millennium-review/
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Using machine learning algorithm in Forex

Hi, I'm making a machine learning trading bot. Using the NEAT algorithm, the simulation starts with a bunch of traders trying random things and the best surviving traders move on to the next generation. The trader instances will be awarded from monetary gain and die when they are broke.
It's likely not entirely possible to create a successful trading AI, but that's not the goal. The goal is to make an AI that is better than me.
I've made a "trading platform" from scratch in javascript and implemented the NEAT algorithm, after days of work.
I now have to decide what data the AI should look at to determine its trading actions. So far I have a trend line, wether a candle is red or green, and the current unrealized gains. It's enough information for the AI to actually decide trades, but it's not making very good decisions right now.
So here's a question for you guys, what sort of trading data would you present for the "eyes" of an AI? Maybe I should try to add trading volume?
submitted by kakemot to Forex [link] [comments]

http://twitter.com/forex_in_world/status/1309341932062232576Mech Machine Update: Internal Bar Momentum Strategy 2.0 (Sept. 18 – 25) https://t.co/PGcZTWH0v0— FOREX IN WORLD (@forex_in_world) September 25, 2020

http://twitter.com/forex_in_world/status/1309341932062232576Mech Machine Update: Internal Bar Momentum Strategy 2.0 (Sept. 18 – 25) https://t.co/PGcZTWH0v0— FOREX IN WORLD (@forex_in_world) September 25, 2020 submitted by Red-its to forextweet [link] [comments]

http://twitter.com/forex_in_world/status/1307779633971167233HLHB Pattern-Catcher Machine Update (September 14 – 18) https://t.co/AGvbzVgip1— FOREX IN WORLD (@forex_in_world) September 20, 2020

http://twitter.com/forex_in_world/status/1307779633971167233HLHB Pattern-Catcher Machine Update (September 14 – 18) https://t.co/AGvbzVgip1— FOREX IN WORLD (@forex_in_world) September 20, 2020 submitted by Red-its to forextweet [link] [comments]

Forex Shopping and selling Machine - 3.5$ Epc - 75% Commissions

Forex Shopping and selling Machine - 3.5$ Epc - 75% Commissions submitted by mrmikez06 to u/mrmikez06 [link] [comments]

http://twitter.com/forex_in_world/status/1305237167044792320HLHB Bid-Catcher Machine Replace (September 7 – 11) https://t.co/eAnA8kbr1j#forexsignals #forextrading #donaldtrump— FOREX IN WORLD (@forex_in_world) September 13, 2020

http://twitter.com/forex_in_world/status/1305237167044792320HLHB Bid-Catcher Machine Replace (September 7 – 11) https://t.co/eAnA8kbr1j#forexsignals #forextrading #donaldtrump— FOREX IN WORLD (@forex_in_world) September 13, 2020 submitted by Red-its to forextweet [link] [comments]

e-Forex Magazine | Machine learning stirs up competition in FX Algo Trading

fintech #algotrading #hedgefunds #quants #hft

e-Forex Magazine | Machine learning stirs up competition in FX Algo TradingIvy Schmerken Though capital markets firms have been adopting artificial intelligence and machine learning to train algorithms for equity trading, recently this trend has expanded to foreign exchange. Ivy Schmerken, Editorial Director at Flextrade Systems, has written widely about this topic and we asked her to revisit it for e-Forex. By crunching vast quantities of data by computer, machine learning algorithms can identify hidden patterns in past data and learn to forecast stock market returns or FX currency pairs. Large banks have been investing millions into advanced technologies such as AI and machine learning to capture a bigger share of the algo trading market.
JP Morgan developed a new algorithm dubbed DNA – or Deep Neural Network for Algo Execution to merge what a multitude of algos do into a single strategy, allowing the framework to decide how a client’s order should be executed, reported Reuters .....
Continue reading at: https://www.e-forex.net/articles/aug-2020-machine-learning-stirs-up-competition-in-fx-algo-trading.html
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http://twitter.com/forex_in_world/status/1305244813302923268HLHB Bid-Catcher Machine Replace (September 7 – 11) https://t.co/V6QptqcLx1— FOREX IN WORLD (@forex_in_world) September 13, 2020

http://twitter.com/forex_in_world/status/1305244813302923268HLHB Bid-Catcher Machine Replace (September 7 – 11) https://t.co/V6QptqcLx1— FOREX IN WORLD (@forex_in_world) September 13, 2020 submitted by Red-its to forextweet [link] [comments]

http://twitter.com/forex_in_world/status/1305433400048787456Mech Machine Update: Inside of Bar Momentum Draw 2.0 (Sept. 4 – 11) https://t.co/1WlRN0NJ8b#forexsignals #forextrading #donaldtrump— FOREX IN WORLD (@forex_in_world) September 14, 2020

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http://twitter.com/forex_in_world/status/1303246948842057728HLHB Style-Catcher Machine Update (Aug 31 – Sept 4) https://t.co/fhnHSXmvkG— FOREX IN WORLD (@forex_in_world) September 8, 2020

http://twitter.com/forex_in_world/status/1303246948842057728HLHB Style-Catcher Machine Update (Aug 31 – Sept 4) https://t.co/fhnHSXmvkG— FOREX IN WORLD (@forex_in_world) September 8, 2020 submitted by Red-its to forextweet [link] [comments]

http://twitter.com/forex_in_world/status/1302232504703897605Mech Machine Update: Inside of Bar Momentum Approach 2.0 (August 28 – Sept. 4) https://t.co/NxtbHGpmWA#forexsignals #forextrading #donaldtrump— FOREX IN WORLD (@forex_in_world) September 5, 2020

http://twitter.com/forex_in_world/status/1302232504703897605Mech Machine Update: Inside of Bar Momentum Approach 2.0 (August 28 – Sept. 4) https://t.co/NxtbHGpmWA#forexsignals #forextrading #donaldtrump— FOREX IN WORLD (@forex_in_world) September 5, 2020 submitted by Red-its to forextweet [link] [comments]

http://twitter.com/forex_in_world/status/1301754924880064517Mech Machine Update: Inside of Bar Momentum Strategy 2.0 (August 28 – Sept. 4) https://t.co/aEFbWxrpaF— FOREX IN WORLD (@forex_in_world) September 4, 2020

http://twitter.com/forex_in_world/status/1301754924880064517Mech Machine Update: Inside of Bar Momentum Strategy 2.0 (August 28 – Sept. 4) https://t.co/aEFbWxrpaF— FOREX IN WORLD (@forex_in_world) September 4, 2020 submitted by Red-its to forextweet [link] [comments]

MLFX | Machine Learning Forex | Pinned Message

MLFX | Machine Learning Forex | Pinned Message
Hello and welcome to the MLFX (Machine Learning Forex) sub!
MLFX is the culmination of 10 years of academic research into using machine learning to create predictive algorithms for the Forex markets. Recently we've put more focus on creating a consumer product and we're looking for people to help us with Beta testing the system. There's still a decent amount of work for us to do before we'd consider MLFX v1.0 to be "feature complete" but we're already getting some pretty amazing results. Now comes the test of consistency!
This is what our signals look like (27/08/2020)
https://preview.redd.it/jvwqvw0oahj51.jpg?width=1128&format=pjpg&auto=webp&s=1c80e3390d7e63bddbda2987ba613cb9adb12d62
We're currently working on a way to check every trade after the fact and determine if it was a winner or loser, we will also plot each individual trade on a chart (like below) as we already have that functionality.
Red = SL | Blue = TP | Solid = Result
Our algorithm uses multi-agent systems and evolutionary algorithms to create agents (traders) that have been specifically optimized to perform in that current market. I'm not going to go too in-depth in this post if you want to find out more you can here: https://www.mlforex.com/algorithm/agents
If you're interested in assisting with beta testing please join our Telegram group and express your interest. https://t.me/joinchat/IFyZTEw_uhEHe0Oo5uSAVw
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http://twitter.com/forex_in_world/status/1298004523454259203Mech Machine Exchange: Inner Bar Momentum Approach 2.0 (August 7 – 21) https://t.co/jgJeQLd8Rg#forexsignals #forextrading #donaldtrump— FOREX IN WORLD (@forex_in_world) August 24, 2020

http://twitter.com/forex_in_world/status/1298004523454259203Mech Machine Exchange: Inner Bar Momentum Approach 2.0 (August 7 – 21) https://t.co/jgJeQLd8Rg#forexsignals #forextrading #donaldtrump— FOREX IN WORLD (@forex_in_world) August 24, 2020 submitted by Red-its to forextweet [link] [comments]

http://twitter.com/forex_in_world/status/1297997194826481668Mech Machine Exchange: Inner Bar Momentum Approach 2.0 (August 7 – 21) https://t.co/GMqfIb6KTH— FOREX IN WORLD (@forex_in_world) August 24, 2020

http://twitter.com/forex_in_world/status/1297997194826481668Mech Machine Exchange: Inner Bar Momentum Approach 2.0 (August 7 – 21) https://t.co/GMqfIb6KTH— FOREX IN WORLD (@forex_in_world) August 24, 2020 submitted by Red-its to forextweet [link] [comments]

http://twitter.com/forex_in_world/status/1283935297231900672Mech Machine Replace: Interior Bar Momentum Device 2.0 (July 10 – 17) https://t.co/tNu2ae0EhO— FOREX IN WORLD (@forex_in_world) July 17, 2020

http://twitter.com/forex_in_world/status/1283935297231900672Mech Machine Replace: Interior Bar Momentum Device 2.0 (July 10 – 17) https://t.co/tNu2ae0EhO— FOREX IN WORLD (@forex_in_world) July 17, 2020 submitted by Red-its to forextweet [link] [comments]

http://twitter.com/forex_in_world/status/1283346340265758720Q2 2020 Overview: HLHB Vogue-Catcher Machine https://t.co/NuWDPsLbqk— FOREX IN WORLD (@forex_in_world) July 15, 2020

http://twitter.com/forex_in_world/status/1283346340265758720Q2 2020 Overview: HLHB Vogue-Catcher Machine https://t.co/NuWDPsLbqk— FOREX IN WORLD (@forex_in_world) July 15, 2020 submitted by Red-its to forextweet [link] [comments]

Forex machine - YouTube FOREX FIBO MACHINE PRO SYSTEM - YouTube MIT FOREX GROßE GEWINNE MACHEN ( GLÜCKSSTRÄHNEN UND GROßE ZIELE ) Daily Pips Machine - Forex Trading System - YouTube FOREX machine another 1.000$ almost every day - YouTube Forex Trading Machine Review

To use machine learning for trading, we start with historical data (stock price/forex data) and add indicators to build a model in R/Python/Java. We then select the right Machine learning algorithm to make the predictions. Before understanding how to use Machine Learning in Forex markets, let’s look at some of the terms related to ML. Forex-Spot: Beim Spot Forex haben wir mit einem physischen Austausch der Währungen zu tun, der zu einem genau bestimmten Zeitpunkt, nachdem der Trade ausgeführt wurde, stattfindet – d.h. ‘on the spot’ (sofort) – oder innerhalb eines kurzen Zeitraumes danach; Forex-Forward: Bei einer Transaktion am Forward Devisenmarkt kaufen oder verkaufen Sie einen bestimmten Währungsbetrag zu ... For a long period, we professionally research the Forex automated trading market. Over the years, we have gained experience that we systematically share with you in our reviews. Choosing an EA is a very important procedure, as it involves using it on a real account in order to make money. In the table, we have put together the ratings and results of the best trading robots performing. Scientific Trading Machine – [Worth $997] Price : $50.00. Make Money Faster, Easier And With Less Risk Than You Ever Have With The World’s First And Only Smart Trading System Powered By Pure Science” The Scientific Trading Machine finds you profitable setups like a sniper getting a bead on a target. What my new method allows you to do is to instantly take the market down to the granular ... Submit by Janus Trader 24/10/2016 Forex Profit Machine is a trading system for scalping, intraday and swing trading based on advanced indicator Boc builded with Dema, Parabolic Sar and Stochastic modified.This system generates good signals for trading. Forex Factory is for professional foreign-exchange traders. Its mission is to keep traders connected to the markets, and to each other, in ways that positively influence their trading results. Forex Trading - Währungshandel verständlich erklärt. Ratgeber zum Forex-Handel, zum Devisenmarkt, Forex Exchange inkl. Tipps zur Auswahl des besten Forex Brokers.

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Forex machine - YouTube

Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. VOLUMETRADER MASTERCLASS Rabatt 50% https://cutt.ly/IrbMCQ9 GILT NOCH wenige stunden starte erfolgreich in der das volumentrading mit volume masterclass h... Fibo Machine Pro is a new MT4 indicator tells traders where to enter and where to exit for maximum profit by displaying Smart Fibonacci Levels right on the c... http://www.grabtrialcopy.com/forextradingmachine Get your 60 days risk-FREE trial copy of Forex Trading Machine via this special link: http://www.grabtrialco... Forex money Get it's here: http://dailypipsmachine.com Daily Pips Machine is a manual trading system in which you have final say on all trades. The system will provide y... Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube.

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