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| Released | https://github.com/microsoft/qlib/pull/531 |
| Released | https://github.com/microsoft/qlib/pull/508 |
| Released | https://github.com/microsoft/qlib/releases/tag/v0.7.0 |
| Released | https://github.com/microsoft/qlib/pull/491 |
| Released | https://github.com/microsoft/qlib/pull/290 |
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| https://camo.githubusercontent.com/146ac98769764368e310f5a3b7c8930a11512aeb3f63e846a8b17929c4a2f748/687474703a2f2f66696e746563682e6d7372612e636e2f696d616765735f763037302f6c6f676f2f312e706e67 |
| "Qlib: An AI-oriented Quantitative Investment Platform" | https://arxiv.org/abs/2009.11189 |
| Plans | https://patch-diff.githubusercontent.com/onenetbee/qlib#plans |
| Framework of Qlib | https://patch-diff.githubusercontent.com/onenetbee/qlib#framework-of-qlib |
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| Installation | https://patch-diff.githubusercontent.com/onenetbee/qlib#installation |
| Data Preparation | https://patch-diff.githubusercontent.com/onenetbee/qlib#data-preparation |
| Auto Quant Research Workflow | https://patch-diff.githubusercontent.com/onenetbee/qlib#auto-quant-research-workflow |
| Building Customized Quant Research Workflow by Code | https://patch-diff.githubusercontent.com/onenetbee/qlib#building-customized-quant-research-workflow-by-code |
| Quant Model(Paper) Zoo | https://patch-diff.githubusercontent.com/onenetbee/qlib#quant-model-paper-zoo |
| Run a single model | https://patch-diff.githubusercontent.com/onenetbee/qlib#run-a-single-model |
| Run multiple models | https://patch-diff.githubusercontent.com/onenetbee/qlib#run-multiple-models |
| Quant Dataset Zoo | https://patch-diff.githubusercontent.com/onenetbee/qlib#quant-dataset-zoo |
| More About Qlib | https://patch-diff.githubusercontent.com/onenetbee/qlib#more-about-qlib |
| Offline Mode and Online Mode | https://patch-diff.githubusercontent.com/onenetbee/qlib#offline-mode-and-online-mode |
| Performance of Qlib Data Server | https://patch-diff.githubusercontent.com/onenetbee/qlib#performance-of-qlib-data-server |
| Related Reports | https://patch-diff.githubusercontent.com/onenetbee/qlib#related-reports |
| Contact Us | https://patch-diff.githubusercontent.com/onenetbee/qlib#contact-us |
| Contributing | https://patch-diff.githubusercontent.com/onenetbee/qlib#contributing |
| https://patch-diff.githubusercontent.com/onenetbee/qlib#plans |
| microsoft#280 | https://github.com/microsoft/qlib/pull/280 |
| microsoft#292 | https://github.com/microsoft/qlib/pull/292 |
| microsoft#343 | https://github.com/microsoft/qlib/pull/343 |
| microsoft#408 | https://github.com/microsoft/qlib/pull/408 |
| https://patch-diff.githubusercontent.com/onenetbee/qlib#framework-of-qlib |
| https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/docs/_static/img/framework.svg |
| https://patch-diff.githubusercontent.com/onenetbee/qlib#quick-start |
| demo | https://terminalizer.com/view/3f24561a4470 |
| instruction | https://patch-diff.githubusercontent.com/onenetbee/qlib#data-preparation |
| https://patch-diff.githubusercontent.com/onenetbee/qlib#installation |
| notebook | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/examples/workflow_by_code.ipynb |
| https://patch-diff.githubusercontent.com/onenetbee/qlib#install-with-pip |
| https://patch-diff.githubusercontent.com/onenetbee/qlib#install-from-source |
| CI workflow | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/.github/workflows/test.yml |
| https://patch-diff.githubusercontent.com/onenetbee/qlib#data-preparation |
| crawler scripts | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/scripts/data_collector |
| Yahoo Finance | https://finance.yahoo.com/lookup |
| related document | https://qlib.readthedocs.io/en/latest/component/data.html#converting-csv-format-into-qlib-format |
| https://patch-diff.githubusercontent.com/onenetbee/qlib#automatic-update-of-daily-frequency-data-from-yahoo-finance |
| yahoo collector | https://github.com/microsoft/qlib/tree/main/scripts/data_collector/yahoo#automatic-update-of-daily-frequency-datafrom-yahoo-finance |
| https://patch-diff.githubusercontent.com/onenetbee/qlib#auto-quant-research-workflow |
| workflow_config_lightgbm_Alpha158.yaml | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/examples/benchmarks/LightGBM/workflow_config_lightgbm_Alpha158.yaml |
| Intraday Trading | https://qlib.readthedocs.io/en/latest/component/backtest.html |
| workflow | https://qlib.readthedocs.io/en/latest/component/workflow.html |
| https://camo.githubusercontent.com/8f5f980772e65556d5206f950738cad5f892853941ab8f3e35655a5db1e1c314/687474703a2f2f66696e746563682e6d7372612e636e2f696d616765735f763037302f616e616c797369732f616e616c797369735f6d6f64656c5f63756d756c61746976655f72657475726e2e706e673f763d302e31 |
| https://camo.githubusercontent.com/a4efcbdbfb3eeb05ca51bf5461fcfa9b382ba861db7796b040c704bc478a5449/687474703a2f2f66696e746563682e6d7372612e636e2f696d616765735f763037302f616e616c797369732f616e616c797369735f6d6f64656c5f6c6f6e675f73686f72742e706e673f763d302e31 |
| https://camo.githubusercontent.com/ad384d0d6b4c496457f292224a84f7f5dac2d0470195b501471d11a59369cf63/687474703a2f2f66696e746563682e6d7372612e636e2f696d616765735f763037302f616e616c797369732f616e616c797369735f6d6f64656c5f49432e706e673f763d302e31 |
| https://camo.githubusercontent.com/fe16edb876c8ee19aa1e77f02ba2940859596c003bf976dd39bd507bfd12b583/687474703a2f2f66696e746563682e6d7372612e636e2f696d616765735f763037302f616e616c797369732f616e616c797369735f6d6f64656c5f6d6f6e74686c795f49432e706e673f763d302e31 |
| https://camo.githubusercontent.com/7bdfca268354edc7c6ad8ed6be2bbc69866395a3e4f6122c2242ac7f9cd2e384/687474703a2f2f66696e746563682e6d7372612e636e2f696d616765735f763037302f616e616c797369732f616e616c797369735f6d6f64656c5f4e44512e706e673f763d302e31 |
| https://camo.githubusercontent.com/a66e1b80cb00aa0ca48d57859d813cf70320a1d097118bdce208ef65ed0380da/687474703a2f2f66696e746563682e6d7372612e636e2f696d616765735f763037302f616e616c797369732f616e616c797369735f6d6f64656c5f6175746f5f636f7272656c6174696f6e2e706e673f763d302e31 |
| https://camo.githubusercontent.com/50cf2d0f48e417b25388704905516ddea3fbfe929cf8362e6fa9b4d352f850a0/687474703a2f2f66696e746563682e6d7372612e636e2f696d616765735f763037302f616e616c797369732f7265706f72742e706e673f763d302e31 |
| Explanation | https://qlib.readthedocs.io/en/latest/component/report.html |
| https://patch-diff.githubusercontent.com/onenetbee/qlib#building-customized-quant-research-workflow-by-code |
| Here | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/examples/workflow_by_code.ipynb |
| Quant Model (Paper) Zoo | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/examples/benchmarks |
| https://patch-diff.githubusercontent.com/onenetbee/qlib#quant-model-paper-zoo |
| GBDT based on XGBoost (Tianqi Chen, et al. KDD 2016) | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/qlib/contrib/model/xgboost.py |
| GBDT based on LightGBM (Guolin Ke, et al. NIPS 2017) | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/qlib/contrib/model/gbdt.py |
| GBDT based on Catboost (Liudmila Prokhorenkova, et al. NIPS 2018) | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/qlib/contrib/model/catboost_model.py |
| MLP based on pytorch | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/qlib/contrib/model/pytorch_nn.py |
| LSTM based on pytorch (Sepp Hochreiter, et al. Neural omputation 1997) | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/qlib/contrib/model/pytorch_lstm.py |
| GRU based on pytorch (Kyunghyun Cho, et al. 2014) | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/qlib/contrib/model/pytorch_gru.py |
| ALSTM based on pytorch (Yao Qin, et al. IJCAI 2017) | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/qlib/contrib/model/pytorch_alstm.py |
| GATs based on pytorch (Petar Velickovic, et al. 2017) | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/qlib/contrib/model/pytorch_gats.py |
| SFM based on pytorch (Liheng Zhang, et al. KDD 2017) | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/qlib/contrib/model/pytorch_sfm.py |
| TFT based on tensorflow (Bryan Lim, et al. International Journal of Forecasting 2019) | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/examples/benchmarks/TFT/tft.py |
| TabNet based on pytorch (Sercan O. Arik, et al. AAAI 2019) | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/qlib/contrib/model/pytorch_tabnet.py |
| DoubleEnsemble based on LightGBM (Chuheng Zhang, et al. ICDM 2020) | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/qlib/contrib/model/double_ensemble.py |
| TCTS based on pytorch (Xueqing Wu, et al. ICML 2021) | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/qlib/contrib/model/pytorch_tcts.py |
| Transformer based on pytorch (Ashish Vaswani, et al. NeurIPS 2017) | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/qlib/contrib/model/pytorch_transformer.py |
| Localformer based on pytorch (Juyong Jiang, et al.) | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/qlib/contrib/model/pytorch_localformer.py |
| TRA based on pytorch (Hengxu, Dong, et al. KDD 2021) | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/qlib/contrib/model/pytorch_tra.py |
| here | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/examples/benchmarks/README.md |
| https://patch-diff.githubusercontent.com/onenetbee/qlib#run-a-single-model |
| benchmarks | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/examples/benchmarks |
| one | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/examples/workflow_by_code.py |
| run_all_model.py | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/examples/run_all_model.py |
| benchmarks | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/examples/benchmarks |
| docstrings | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/examples/run_all_model.py |
| https://patch-diff.githubusercontent.com/onenetbee/qlib#run-multiple-models |
| run_all_model.py | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/examples/run_all_model.py |
| docstrings | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/examples/run_all_model.py |
| https://patch-diff.githubusercontent.com/onenetbee/qlib#quant-dataset-zoo |
| Alpha360 | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/qlib/contrib/data/handler.py |
| Alpha158 | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/qlib/contrib/data/handler.py |
| Here | https://qlib.readthedocs.io/en/latest/advanced/alpha.html |
| https://patch-diff.githubusercontent.com/onenetbee/qlib#more-about-qlib |
| docs | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/docs |
| Sphinx | http://www.sphinx-doc.org |
| latest document | http://qlib.readthedocs.io/ |
| github project | https://github.com/microsoft/qlib/projects/1 |
| https://patch-diff.githubusercontent.com/onenetbee/qlib#offline-mode-and-online-mode |
| Qlib-Server | https://qlib-server.readthedocs.io/ |
| Azure CLI based scripts | https://qlib-server.readthedocs.io/en/latest/build.html#one-click-deployment-in-azure |
| Qlib-Server repository | https://github.com/microsoft/qlib-server |
| https://patch-diff.githubusercontent.com/onenetbee/qlib#performance-of-qlib-data-server |
| https://patch-diff.githubusercontent.com/onenetbee/qlib#related-reports |
| Guide To Qlib: Microsoft’s AI Investment Platform | https://analyticsindiamag.com/qlib/ |
| 微软也搞AI量化平台?还是开源的! | https://mp.weixin.qq.com/s/47bP5YwxfTp2uTHjUBzJQQ |
| 微矿Qlib:业内首个AI量化投资开源平台 | https://mp.weixin.qq.com/s/vsJv7lsgjEi-ALYUz4CvtQ |
| https://patch-diff.githubusercontent.com/onenetbee/qlib#contact-us |
| here | https://github.com/microsoft/qlib/issues/new/choose |
| gitter | https://gitter.im/Microsoft/qlib |
| create pull requests | https://github.com/microsoft/qlib/compare |
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| https://patch-diff.githubusercontent.com/onenetbee/qlib#contributing |
| code standards | https://patch-diff.githubusercontent.com/onenetbee/qlib/blob/main/docs/developer/code_standard.rst |
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