{"id":21578296,"url":"https://github.com/stephanakkerman/tensortrade","last_synced_at":"2026-01-31T05:34:25.636Z","repository":{"id":45128805,"uuid":"354328870","full_name":"StephanAkkerman/tensortrade","owner":"StephanAkkerman","description":"This repository contains my TensorTrade-focused code, including the core program and supplemental tools used in my bachelor's thesis on trading low market capitalization cryptocurrencies using reinforcement learning.","archived":false,"fork":false,"pushed_at":"2023-05-16T15:47:55.000Z","size":558,"stargazers_count":37,"open_issues_count":1,"forks_count":12,"subscribers_count":3,"default_branch":"main","last_synced_at":"2025-06-13T04:42:53.491Z","etag":null,"topics":["automated-trading","automated-trading-bot","benchmark","binance","crypto","cryptocurrency","heatmap","python","reinforcement-learning","tensorflow","tensortrade"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/StephanAkkerman.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2021-04-03T15:39:04.000Z","updated_at":"2025-03-20T18:32:07.000Z","dependencies_parsed_at":"2025-04-25T12:46:24.760Z","dependency_job_id":null,"html_url":"https://github.com/StephanAkkerman/tensortrade","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/StephanAkkerman/tensortrade","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/StephanAkkerman%2Ftensortrade","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/StephanAkkerman%2Ftensortrade/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/StephanAkkerman%2Ftensortrade/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/StephanAkkerman%2Ftensortrade/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/StephanAkkerman","download_url":"https://codeload.github.com/StephanAkkerman/tensortrade/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/StephanAkkerman%2Ftensortrade/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28930411,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-31T04:05:25.756Z","status":"ssl_error","status_checked_at":"2026-01-31T04:02:35.005Z","response_time":128,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["automated-trading","automated-trading-bot","benchmark","binance","crypto","cryptocurrency","heatmap","python","reinforcement-learning","tensorflow","tensortrade"],"created_at":"2024-11-24T13:10:05.645Z","updated_at":"2026-01-31T05:34:25.616Z","avatar_url":"https://github.com/StephanAkkerman.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# TensorTrade\n[![Python 3.7](https://img.shields.io/badge/python-3.7-blue.svg)](https://www.python.org/downloads/release/python-380/)\n[![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)\n[![MIT License](https://img.shields.io/github/license/StephanAkkerman/TensorTrade.svg?color=brightgreen)](https://opensource.org/licenses/MIT)\n\n---\n\nThis is the reinforcement learning code I used for my thesis about how to trade low market capitulization cryptocurrencies.\n\n## Features\n- Fetches up to date historical data from Binance, using a custom script.\n- Plots a comparison of the reinforcement learning agent and simple trading strategies (see section Images for more info).\n- Some extras, such as an analysis of all TA indicators available for the TA library.\n\n## Dependencies\nThe required packages to run this code can be found in the `requirements.txt` file. To run this file, execute the following code block:\n```\n$ pip install -r requirements.txt \n```\nAlternatively, you can install the required packages manually like this:\n```\n$ pip install \u003cpackage\u003e\n```\n\n## How to run\n- Clone the repository\n- Run `$ python src/main.py`\n- See result\n\n# Images\n## Comparison\nAfter testing the RL agent a graph is plotted, showing the net worth of the agent compared to the benchmarks.\n![Image of benchmark](https://github.com/StephanAkkerman/TensorTrade/blob/main/img/Picture1.png)\n\n## TACorrelation\nDisplays a heatmap of absolute correlation of technical analysis indicators in the same group.\nThis is how the heatmap of trend indicators looks like.\n\n![Image of heatmap](https://github.com/StephanAkkerman/TensorTrade/blob/main/img/Trend_heatmap.png)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fstephanakkerman%2Ftensortrade","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fstephanakkerman%2Ftensortrade","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fstephanakkerman%2Ftensortrade/lists"}