PFK Rewards
Round 4
@airocket#6745
5000+
Tier One (5k-10k KEEP)
Introduce yourself
Hello everyone! My name Alex.
Contribution
01.10.2020
I continued to study neural networks and improved the network for price prediction The code can be found here https://github.com/airocket/keep_dl
Telegram interface: https://t.me/Keep_prediction_bot
But the discovery for me was reinforcement learning. In this technology, you can create an environment (something like a gym) for training a robot. Depending on the environment and rewards for actions, our mocked robot gains the ability to learn. I made a virtual gym with a bunch of kip token data. At the beginning, the robot has a starting balance, based on experience, it decides what to do to buy, sell, or do nothing. I achieved tremendous results, my robot was able to increase its initial portfolio by 50%. To be honest, this is a very fun, rabbit hole-like experience.
I posted the final results on the github https://github.com/airocket/keep_rl
Just like my robot is learning, you can see here: http://www.keeppredict.com:6006/
And the neural network itself is here: http://www.keeppredict.com:6006/#graphs&run=Keep_learn_1
I also learned how to make simple sites (do not judge strictly, this is my first) http://www.keeppredict.com/
I want to thank the team that my research is appreciated!
01.09.2020
Recently, I started to study neural networks, and I came up with the idea to create a neural network that will add a price (I know it sounds ambitious ) I used the data of the market, data from the ether network. As a result, I write the received data into the database. Then I created two different prediction models, trained them, and tested them on test data. I screwed up the telegram and twitter interface to publish the results.
More details can be found on the github https://github.com/airocket/keep_prediction/
Interface: telegram @Keep_prediction_bot twitter https://twitter.com/Keep_Predict
Future plans: collect more data, create more accurate models, adjust hyperparameters, add visual interface (website) !!! Disclaimer: for entertainment only, do not use for trading decisions !!!
I continued to study neural networks and improved the network for price prediction The code can be found here https://github.com/airocket/keep_dl
Telegram interface: https://t.me/Keep_prediction_bot
But the discovery for me was reinforcement learning. In this technology, you can create an environment (something like a gym) for training a robot. Depending on the environment and rewards for actions, our mocked robot gains the ability to learn. I made a virtual gym with a bunch of kip token data. At the beginning, the robot has a starting balance, based on experience, it decides what to do to buy, sell, or do nothing. I achieved tremendous results, my robot was able to increase its initial portfolio by 50%. To be honest, this is a very fun, rabbit hole-like experience.
I posted the final results on the github https://github.com/airocket/keep_rl
Just like my robot is learning, you can see here: http://www.keeppredict.com:6006/
And the neural network itself is here: http://www.keeppredict.com:6006/#graphs&run=Keep_learn_1
I also learned how to make simple sites (do not judge strictly, this is my first) http://www.keeppredict.com/
I want to thank the team that my research is appreciated!
01.09.2020
Recently, I started to study neural networks, and I came up with the idea to create a neural network that will add a price (I know it sounds ambitious ) I used the data of the market, data from the ether network. As a result, I write the received data into the database. Then I created two different prediction models, trained them, and tested them on test data. I screwed up the telegram and twitter interface to publish the results.
More details can be found on the github https://github.com/airocket/keep_prediction/
Interface: telegram @Keep_prediction_bot twitter https://twitter.com/Keep_Predict
Future plans: collect more data, create more accurate models, adjust hyperparameters, add visual interface (website) !!! Disclaimer: for entertainment only, do not use for trading decisions !!!
Nodes
0x656533BC2757b87AaD245B89Cda3f3FA6fB1f9E8
