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Data Science Projects with Python
DataScienceProjectswithPythonisdesignedtogiveyoupracticalguidanceonindustry-standarddataanalysisandmachinelearningtoolsinPython,withthehelpofrealisticdata.ThebookwillhelpyouunderstandhowyoucanusepandasandMatplotlibtocriticallyexamineadatasetwithsummarystatisticsandgraphs,andextracttheinsightsyouseektoderive.Youwillcontinuetobuildonyourknowledgeasyoulearnhowtopreparedataandfeedittomachinelearningalgorithms,suchasregularizedlogisticregressionandrandomforest,usingthescikit-learnpackage.You’lldiscoverhowtotunethealgorithmstoprovidethebestpredictionsonnewand,unseendata.Asyoudelveintolaterchapters,you’llbeabletounderstandtheworkingandoutputofthesealgorithmsandgaininsightintonotonlythepredictivecapabilitiesofthemodelsbutalsotheirreasonsformakingthesepredictions.Bytheendofthisbook,youwillhavetheskillsyouneedtoconfidentlyusevariousmachinelearningalgorithmstoperformdetaileddataanalysisandextractmeaningfulinsightsfromunstructureddata.
最新章節
- Chapter 6: Imputation of Missing Data Financial Analysis and Delivery to Client
- Chapter 5: Decision Trees and Random Forests
- Chapter 4: The Bias-Variance Trade-off
- Chapter 3: Details of Logistic Regression and Feature Exploration
- Chapter 2: Introduction to Scikit-Learn and Model Evaluation
- Chapter 1: Data Exploration and Cleaning
品牌:中圖公司
上架時間:2021-06-11 12:59:21
出版社:Packt Publishing
本書數字版權由中圖公司提供,并由其授權上海閱文信息技術有限公司制作發行