Reinforcement learning algorithm for stock trading
Budget: €30 – €250 EUR
An algorithm for trading crypto currencies has been implemented.
Your job is to change the variables to improve the output and incorporate how to add other algorithms to the solution. We will provide you with the exact requirements that we are looking for.
Points to Note:
1. We are currently using the Q learning algorithm. We have tried PPO and A2C but there are certain problems with it.
2. We have data from about 12 crypto coins, the main ones primarily include Bitcoin and ethereum.
3. The data ranges from 2013 upto 2020. There is no consensus currently on how much training should be used for the bot (trading agent in our case ) to mature. We have run the algo at about 200 epochs and that is sufficient to mature it.
4. The code is purely in Python
In summary: the goal is to implement reinforcement learning to make an automatic trading agent that learns through past data and make decisions to maximize the profit. The main outputs are - whether to buy, hold or sell. -The profit or loss incurred - How much coins to buy sell at which days
Your job is to change the variables to improve the output and incorporate how to add other algorithms to the solution. We will provide you with the exact requirements that we are looking for.
Points to Note:
1. We are currently using the Q learning algorithm. We have tried PPO and A2C but there are certain problems with it.
2. We have data from about 12 crypto coins, the main ones primarily include Bitcoin and ethereum.
3. The data ranges from 2013 upto 2020. There is no consensus currently on how much training should be used for the bot (trading agent in our case ) to mature. We have run the algo at about 200 epochs and that is sufficient to mature it.
4. The code is purely in Python
In summary: the goal is to implement reinforcement learning to make an automatic trading agent that learns through past data and make decisions to maximize the profit. The main outputs are - whether to buy, hold or sell. -The profit or loss incurred - How much coins to buy sell at which days