Your Task

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

Problem Statements

• Hypothesis Generation

Hypothesis Generation for Data Science Projects - A Critical Problem Solving StepAnalytics Vidhya

Hypothesis Testing Steps & Examples - Analytics YogiAnalytics Yogi

• Loading Packages and Data

How To Load Machine Learning Data in Python - MachineLearningMastery.comMachineLearningMastery.com

5 Different Ways to Load Data in Python - KDnuggetsKDnuggets

• Data Structure and Content

Ultimate Guide for Data Exploration in Python using NumPy, Matplotlib and PandasAnalytics Vidhya

https://www.districtdatalabs.com/data-exploration-with-python-1www.districtdatalabs.com

• Exploratory Data Analysis

Exploratory Data Analysis(EDA) in Python!Analytics Vidhya

Exploratory Data Analysis(EDA) From Scratch in PythonMedium

• Univariate Analysis

12 Univariate Data Visualizations With Illustrations in PythonAnalytics Vidhya

How to Perform Univariate Analysis in Python (With Examples)Statology

• Bivariate Analysis

Bivariate Feature Analysis in PythonAnalytics Vidhya

How to Perform Bivariate Analysis in Python (With Examples)Statology

• Missing Value Treatment

How to Handle Missing Data in Python? [Explained in 5 Easy Steps]Analytics Vidhya

How to Handle Missing Data with Python - MachineLearningMastery.comMachineLearningMastery.com

• Feature Engineering

Complete Guide to Feature Engineering: Zero to HeroAnalytics Vidhya

Feature 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

What are Categorical Data Encoding Methods | Binary EncodingAnalytics Vidhya

Guide to Encoding Categorical Values in Pythonchris1610

• Label Encoding

Label Encoding in Python - GeeksforGeeksGeeksforGeeks

Label Encoding in PythonGreat Learning Blog: Free Resources what Matters to shape your Career!

• One Hot Encoding

How to One Hot Encode Sequence Data in Python - MachineLearningMastery.comMachineLearningMastery.com

One-Hot Encoding in Python with Pandas and Scikit-LearnStack Abuse

• PreProcessing Data

Webscale Blog: Insights on AI & Commerce | WebscaleWebscale

Data Preprocessing in Python - GeeksforGeeksGeeksforGeeks

Modeling

• Linear Regression

Linear Regression with Python ImplementationAnalytics Vidhya

Linear Regression in Python – Real Pythonrealpython

• Regularized Linear Regression

Regularized Linear Regression Models | Towards Data ScienceTowards Data Science

https://towardsdatascience.com/ml-from-scratch-linear-polynomial-and-regularized-regression-models-725672336076towardsdatascience.com

• RandomForest

How to Develop a Random Forest Ensemble in Python - MachineLearningMastery.comMachineLearningMastery.com

A Practical Guide to Implementing a Random Forest Classifier in Python | Towards Data ScienceTowards Data Science

• XGBoost

How to Develop Your First XGBoost Model in Python - MachineLearningMastery.comMachineLearningMastery.com

https://towardsdatascience.com/beginners-guide-to-xgboost-for-classification-problems-50f75aac5390towardsdatascience.com