{"id":13460820,"url":"https://github.com/filangelos/qtrader","last_synced_at":"2025-03-24T19:33:09.645Z","repository":{"id":68334973,"uuid":"106085139","full_name":"filangelos/qtrader","owner":"filangelos","description":"Reinforcement Learning for Portfolio Management","archived":true,"fork":false,"pushed_at":"2018-06-26T09:22:29.000Z","size":43591,"stargazers_count":448,"open_issues_count":1,"forks_count":169,"subscribers_count":46,"default_branch":"master","last_synced_at":"2024-08-01T02:11:51.253Z","etag":null,"topics":["algorithmic-trading","python","q-learning","recurrent-neural-networks","reinforcement-learning"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":false,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/filangelos.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}},"created_at":"2017-10-07T09:14:33.000Z","updated_at":"2024-07-02T02:43:27.000Z","dependencies_parsed_at":"2023-03-14T23:30:30.195Z","dependency_job_id":null,"html_url":"https://github.com/filangelos/qtrader","commit_stats":null,"previous_names":["filangel/qtrader"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/filangelos%2Fqtrader","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/filangelos%2Fqtrader/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/filangelos%2Fqtrader/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/filangelos%2Fqtrader/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/filangelos","download_url":"https://codeload.github.com/filangelos/qtrader/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":222004308,"owners_count":16914876,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","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":["algorithmic-trading","python","q-learning","recurrent-neural-networks","reinforcement-learning"],"created_at":"2024-07-31T10:00:49.313Z","updated_at":"2024-10-29T06:30:54.154Z","avatar_url":"https://github.com/filangelos.png","language":"Jupyter Notebook","funding_links":[],"categories":["Strategies \u0026 Research","Jupyter Notebook"],"sub_categories":["Portfolio Management"],"readme":"# qtrader\n\u003e Reinforcement Learning for Portfolio Management\n\n## Why Reinforcement Learning?\n\n1. Learns the **optimal action**, rather than models the market.\n2. Adaptive to temporary changes of the market, due to its online training.\n3. Optimizes the long-term (cumulative) reward, rather than the instantaneous benefit.\n\n## Setup\n\n\u003e Exclusively `Python 3` compatible, because of `typing`s\n\n### macOS\n\n* `source scripts/setup.sh`\n\n## Documentation\n\n* [Interim Report](docs/FYP.Interim-Report.pdf): Introduction to `qtrader`\n* [Papers Review](docs/FYP.Related-Work.pdf): Motivation, pros \u0026 cons of existing methods\n* [Resources](docs/FYP.Resources.md): List of relevant resources\n* [Final Report](docs/FYP.Final-Report.pdf): Master's Thesis\n* [Presentation](docs/FYP.Presentation.pdf): 15 minutes project presentation\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffilangelos%2Fqtrader","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ffilangelos%2Fqtrader","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffilangelos%2Fqtrader/lists"}