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We will handle this problem in a structured way. We will be following the table of content given below.

Problem Statements

  • Hypothesis Generation

LogoHypothesis Generation for Data Science Projects - A Critical Problem Solving StepAnalytics Vidhya
LogoHypothesis Testing Steps & Examples - Analytics YogiAnalytics Yogi

  • Loading Packages and Data

LogoHow To Load Machine Learning Data in Python - MachineLearningMastery.comMachineLearningMastery.com
Logo5 Different Ways to Load Data in Python - KDnuggetsKDnuggets

  • Data Structure and Content

LogoUltimate Guide for Data Exploration in Python using NumPy, Matplotlib and PandasAnalytics Vidhya
LogoData Exploration with Python, Part 1 | District Data LabsDistrict Data Labs: Data Science Consulting and Corporate Training

  • Exploratory Data Analysis

LogoExploratory Data Analysis(EDA) in Python!Analytics Vidhya
LogoExploratory Data Analysis(EDA) From Scratch in PythonMedium

  • Univariate Analysis

Logo12 Univariate Data Visualizations With Illustrations in PythonAnalytics Vidhya
LogoHow to Perform Univariate Analysis in Python (With Examples)Statology

  • Bivariate Analysis

LogoBivariate Feature Analysis in PythonAnalytics Vidhya
LogoHow to Perform Bivariate Analysis in Python (With Examples)Statology

  • Missing Value Treatment

LogoHow to Handle Missing Data in Python? [Explained in 5 Easy Steps]Analytics Vidhya
LogoHow to Handle Missing Data with Python - MachineLearningMastery.comMachineLearningMastery.com

  • Feature Engineering

LogoComplete Guide to Feature Engineering: Zero to HeroAnalytics Vidhya
LogoFeature Engineering Using Pandas for BeginnersAnalytics Vidhya
https://towardsdatascience.com/feature-engineering-in-python-part-i-the-most-powerful-way-of-dealing-with-data-8e2447e7c69etowardsdatascience.com

  • Encoding Categorical Variables

LogoWhat are Categorical Data Encoding Methods | Binary EncodingAnalytics Vidhya
LogoGuide to Encoding Categorical Values in Pythonchris1610

  • Label Encoding

LogoLabel Encoding in Python - GeeksforGeeksGeeksforGeeks
LogoLabel Encoding in PythonGreat Learning Blog: Free Resources what Matters to shape your Career!

  • One Hot Encoding

LogoHow to One Hot Encode Sequence Data in Python - MachineLearningMastery.comMachineLearningMastery.com
LogoOne-Hot Encoding in Python with Pandas and Scikit-LearnStack Abuse

  • PreProcessing Data

LogoWebscale Blog: Insights on AI & Commerce | WebscaleWebscale
LogoData Preprocessing in Python - GeeksforGeeksGeeksforGeeks

Modeling

  • Linear Regression

LogoLinear Regression with Python ImplementationAnalytics Vidhya
LogoLinear Regression in Python – Real Pythonrealpython

  • Regularized Linear Regression

LogoRegularized Linear Regression Models | Towards Data ScienceTowards Data Science
https://towardsdatascience.com/ml-from-scratch-linear-polynomial-and-regularized-regression-models-725672336076towardsdatascience.com

  • RandomForest

LogoHow to Develop a Random Forest Ensemble in Python - MachineLearningMastery.comMachineLearningMastery.com
LogoA Practical Guide to Implementing a Random Forest Classifier in Python | Towards Data ScienceTowards Data Science

  • XGBoost

LogoHow to Develop Your First XGBoost Model in Python - MachineLearningMastery.comMachineLearningMastery.com
https://towardsdatascience.com/beginners-guide-to-xgboost-for-classification-problems-50f75aac5390towardsdatascience.com
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