fin-ml:该github存储库包含O'Reilly的《金融机器学习和数据科学蓝图》一书中案例研究的代码。
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2021-05-26
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fin-ml-master.zip （58个子文件） 
fin-ml-master Chapter 6 - Sup. Learning - Classification models CaseStudy3 - Bitcoin Trading Strategy 
BitcoinTradingStrategy.ipynb 411KB BitstampData_sample.csv 19.01MB german_credit_data.csv 48KB CaseStudy1 - Fraud Detection creditcard_sample.csv 34.27MB FraudDetection.ipynb 176KB Classification-MasterTemplate.ipynb 419KB CaseStudy2 - Loan Default Probability 
LoansData_sample.csv.gz 14.72MB LoanDefaultProbability.ipynb 162KB Chapter 10 - Natural Language Processing Case Study 1 - NLP and Sentiments Analysis based Trading Strategy NLPandSentimentAnalysisBasedTradingStrategy.ipynb 1.07MB Data Step2.2_ReturnData.csv 1.2MB Step3_NewsAndReturnData.csv 737KB LexiconData.csv 877KB Step4_DataWithSentimentsResults.csv 793KB
Raw Headline Data.zip 58.01MB LabelledNewsData.csv 959KB Case Study 3 - Documents Summarization 
Finance10k.txt 649KB
10K.pdf 3.53MB DocumentSummarization.ipynb 469KB Case Study 2 - Digital Assistant-chat-bots DigitalAssistant-chat-bot.ipynb 20KB financial_ratio_adapter.py 5KB NLP-MasterTemplate.ipynb 66KB Chapter 9 - Reinforcement Learning Case Study 1 - Reinforcement Learning based Trading Strategy data SP500.csv 202KB ReinforcementLearningBasedTradingStrategy.ipynb 569KB Case Study 3 - Portfolio Allocation data data.csv 199KB crypto_portfolio.csv 103KB PortfolioAllocation.ipynb 1.87MB Case Study 2 - Derivatives Hedging DerivativesHedging.ipynb 379KB .github FUNDING.yml 686B Chapter 8 - Unsup. Learning - Clustering Case Study2 - Portfolio Management - Clustering Investors 
ProcessedData.xlsx 198KB PortfolioManagementClusteringInvestors.ipynb 261KB Data_MasterTemplate.csv 2.05MB Case Study3 - Hierarchial Risk Parity HierarchicalRiskParity.ipynb 1.25MB SP500Data.csv 3.79MB Case Study1 - Clustering for Pairs Trading Fetching the Data.ipynb 2KB ClusteringForPairsTrading.ipynb 695KB SP500Data.csv 3.79MB Clustering-MasterTemplate.ipynb 683KB Chapter 7 - Unsup. Learning - Dimensionality Reduction Data_MasterTemplate.csv 2.05MB CaseStudy2 - Yield Curve Construction and Interest Rate Modeling DownloadedData.csv 200KB YieldCurveConstruction.ipynb 632KB CaseStudy3 -Bitcoin Trading - Enhancing Speed and accuracy BitcoinTradingEnhancingSpeedAccuracy.ipynb 600KB CaseStudy1 - Portfolio Management - Eigen Portfolio Dow_adjcloses.csv 2.05MB PortfolioManagementEigen Portfolio.ipynb 799KB DimensionalityReduction-MasterTemplate.ipynb 875KB requirements.txt 1KB Chapter 5 - Sup. Learning - Regression and Time Series models Regression-MasterTemplate.ipynb 1.12MB Case Study 2 - Derivatives Pricing DerivativesPricing.ipynb 578KB Case Study 3 - Investor Risk Tolerance and Robo-advisors SCFP2009panel.xlsx 46.69MB InputData.csv 323KB
RoboDashboard.png 47KB InvestorRiskToleranceAndRoboAdvisor.ipynb 295KB Sample-Robo Advisor.ipynb 18KB finalized_model.sav 3.22MB SP500Data.csv 3.79MB Case Study 4 - Yield Curve Prediction YieldCurvePrediction.ipynb 1.8MB Case Study 1 - Stock Price Prediction StockPricePrediction.ipynb 1.02MB index.ipynb 12KB README.md 19KB资源评论
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