References and Acknowledgements
Acknowledgements:

Numpy Documentation

Scikit Learn Documentation

TensorFlow Documentation

Open GPU Data Science (RAPIDS)

MapReduce Tutorial – Fundamentals of MapReduce with MapReduce Example (Edureka)

Sampling Techniques by Seema Singh (Towards Data Science)

Amazon Whitepapers

Data Mining: Concepts and Techniques by Jiawei Han Micheline Kamber Jian Pei

Decision Tree Algorithm, Explained (kdnuggets)

What is Hierarchical Clustering? (kdnuggets)

Normal Distribution in Statistics (Statistics By Jim)

Naïve Bayes Classifiers (GeeksforGeeks)

HandsOn Machine Learning with scikitlearn and Scientific Python Toolkits

Standard Deviation and Variance (Mathisfun)

Normal Distribution (Mathisfun)

Conditional Probability (Mathgoodies)

Understanding Support Vector Machine (SVM) algorithm from examples (along with code) (Analytics Vidhya)

6 Easy Steps to Learn Naive Bayes Algorithm with codes in Python and R (Analytics Vidhya)

Categorical Encoding (One Hot Encoding) in Feature Engineering (Analytics Vidhya)

Pseudolabeling a simple semisupervised learning method (datawhatnow)

Understanding LSTM Networks (Colah’s Blog)

Association Rules Generation from Frequent Itemsets (mlxtend documentation)

A STEPBYSTEP EXPLANATION OF PRINCIPAL COMPONENT ANALYSIS (PCA) (Built In Blog)

A SIMPLE INTRODUCTION TO COLLABORATIVE FILTERING (Built In Blog)

Semisupervised learning (Wikipedia)

Machine Learning Mastery with Python

Professor Andrew Ng

Stacking in Machine Learning (Supunsetunga Blog)

Saman Saman, The wonderful Reinforcement Learning

Jason Brownlee, Data Preparation for Machine Learning, Machine Learning Mastery, and Statistical Methods for Machine Learning,

Feras Fraige, Engineering Probability & Statistics (AGE 1150)

Soledad Galli, Python Feature Engineering Cookbook: Over 70 recipes for creating, engineering, and transforming features to build Machine Learning models,

Kaggle Notebooks by Yassine Ghouzam, Ashwini swain, Robert Kwiatkowski, Fazil T, Vikum Sri Wijesinghe, Tuatini GODARD, Lavanya Shukla, Vikas Singh, Alexandru Papiu
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