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Data Science & Machine Learning

Before starting to learn ML, make sure you have a good hold of Python Programming and Data Handling using Python.

Overview Part 1 Overview Part 2

Random Variables and Probability Distributions Part 1

Expectation, Moments and CLT Part 1

Bayes' Theorem Part 1

Naïve Bayes, Gaussian Naive Bayes, Bayes' Optimal Classifier Part 1

Regression vs Classification Part 1

Bayesian Parameter Estimation Part 1

Maximum Likelihood Estimation Part 1

Maximum A Posteriori Estimation Part 1

Gradient Descent & Regularisation Part 1

Linear Regression: Normal Equation & Regularisation Part 1 Linear Regression: Normal Equation & Regularisation Part 2

Logistic Regression Concepts Part 1

Logistic Regression: Multiclass Classification Part 1

SVM with Linear Kernel Part 1

SVM: Slack Variables and Nonlinear Kernels Part 1

Decision Trees Part 1

Random Forest + Comparison Part 1

Artificial Neural Networks : Introduction Part 1

Artificial Neural Networks : Backpropagation Part 1

ANN: Activation, Loss & Optimization Part 1

Solving ODEs using ANN Part 1

Deep Learning Intro Part 1

Generative Vs. Discriminative Models Part 1

Probabilistic Graphical Models Part 1

Expectation Maximization Part 1

K-Means clustering Part 1

Gaussian Mixture Models Part 1

PCA Part 1

PCA Part 2

Reinforcement Learning Part 1

Big data technologies Part 1

Emerging Issues Part 1

Decision Trees Part 1

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What You Will Learn

Decision Tree basics

Content Covered

Introduces the concept of Decision Trees.

Resources

GeeksforGeeks Decision Tree Python
Sklearn Tree Module
Datacamp DT Python
CMU Pruning
Youtube DT Regression
TDSC Understanding DT

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