As explained in this Uber engineering article, it seems that this Convolutional Neural Networks has failed them. Some folks have come to asking about this. If you saw yesterdays email, it seems that Long Short Term Memory was more effective. I am not machine learning expert but I am asking for anyone’s experience here. Let me know how you find these two methodologies can be used for which algorithmic trading asset class. Here is the article
This 15 (approx) minute video showcases my portfolio optimizer which I have shown before. Do realize this can be applied to any asset class. You can always search on my Youtube channel for ‘portfolio’ as hinted in this video. The idea here is to showcase you could triple your expected return by using the appropriate strategy type with proper optimally weighted positions. This is all shown in the video. I would say this is one of the biggest reasons to automate your strategy and trading. No human can do this if you were to allocate a higher number of positions across multiple asset classes for the day. You could even run this script every few hours if I wanted to allocate positions every X hours. I would have to feel pretty lucky to do that.
Look back matters among other parameters to consider
Do understand your analysis look back also matters depending on your overall asset class performance. As of now, crypto currency has taken a major beating so it might be wise lower the loopback to let’s say 7 days vs 30 as shown in the earlier part of the video.
Note that this can be used on any asset class based on the historical performance of standard open, high, low, and close market data. I use Binance exchange which only allows long only but could also include portfolio strategy methodology of Markovian Long/Short, Markovian market neutral, and Markovian Market Neutral.
Let me know what you think of this.
As usual, this will be part of the Quant Analytics service to enhance your profits so see below if interested
NOTE I now post my TRADING ALERTS into my personal FACEBOOK ACCOUNT and TWITTER. Don't worry as I don't post stupid cat videos or what I eat!