Deep Learning

 

Deep Reinforcement Learning combines deep Neural Network and RL algorithms, turning every sequential task into a Markov Decision Process: an agent interacts with environment via action, getting rewards, and improve upon its future actions to reach better environment.

Trading financial markets is such a task to optimize.  ​ 

Technical Analysis

 

Data in financial markets are endless, yet price is the single information that reflects everything that has happened so far. The study of price movement is an ancient art that few has mastered, yet our Deep Learning A.I. is the perfect student to surpass our human best, learning from 5 million live trades executions in 5 minutes, more than any human can trade in his or her entire life.

Forex Markets

Our focus is on the world's biggest financial markets, the Foreign Exchange Markets. With more than $5 trillion dollar transacted every day, it is largely dominated by technical analysis in the 1 minutes to 4 hours term. Forex Major USD Pairs are the perfect playgrounds for our agile small-scaled mid-frequency A.I. traders, with low cost and latency combined with ample liquidity.

When Quantitative Trading Meets

Deep Reinforcement Learning

Mission Statement:

Google's AlphaGo has solved the ancient game of Go. Now with the same algorithm, we are here to solve the game of Quantitative Trading. 

When A.I. Makes the Trades for Us

Watch our A.I. trader trading 2018 EURUSD Spot market before and after 1 millions steps of training.

The first video shows the agent's trading before any training is done. It's randomly placing trades.

The second video shows its trading after it's trained on 2017 EURUSD data.

It learns when to buy and sell, and how to manage open positions. 

Cumulative return until late June is 277%, and we achieved similar or better results among all G7 pairs.

                                                                                  The Solid Line ─── : Buy Action

                                                                              The Dashed Line ------- : Sell Action  

                                                                           Background Chart          : Market Price Chart

 

As Seen On

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Awards and Recognitions

 

© 2017 by AICM