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Machine Learning Table of Content


Table of Content
 


Machine Learning Foundations

  • What is Machine Learning
  • Types of Machine Learning
  • How does a Machine Learning Algorithm Works
  • Parametric and Non-Parametric Algorithms
  • Regression and Classification
  • Clustering
  • Preparing Your Data
  • Outliers
  • Problem of Underfitting and Overfitting
  • The Bias-Variance trade-off
  • Intro to jupyter notebooks
  • Data Science packages


Regression Analysis

  • What is Regression Analysis
  • Linear Regression
  • Cost Function
  • Gradient Descent
  • Polynomial Regression
  • Logistic Regression
  • Cost Function for Logistic Regression
  • Regularization
  • Evaluating a Machine Learning Model


Bayesian Statistics

  • Introduction to Conditional Probability
  • Bayes Rule
  • Bayesian Learning
  • Naïve Bayes Algorithm
  • Test your understanding of Bayes Theorem
  • Solution – Test Your Understanding of Bayes Theorem
  • Bayes Net
  • Markov Chains


Tree-Based Learning

  • Decision Trees
  • Gini Index
  • ID3 Algorithm – Entropy
  • ID3 Algorithm – Information Gain
  • Practice Example – Information Gain


Project – 1

House Price Predictions


Project – 2

SMS Spam Classifier


Ensemble Learning

  • What is Ensemble Learning
  • Bagging
  • Random Forest Algorithm
  • Boosting


Support Vector Machines

  • Introduction to Support Vector Machines
  • Support Vectors
  • Kernel
  • Hyperparameters in SVMs


Instance Based Learning & Feature Engineering

  • What is Instance Based Learning
  • K-Nearest Neighbours Algorithm
  • Dimensionality Reduction
  • Principle Component Analysis
  • Feature Scaling
  • K-Means Algorithm


Project – 3

Breast Cancer Prediction


Deep Learning

  • Introduction to Deep Learning
  • Perceptron
  • Perceptron Exercise
  • Solution – Perceptron Exercise
  • Deep Neural Networks
  • Deep Neural Networks – 2
  • Activation Functions - 1
  • Activation Functions - 2
  • Backpropagation Algorithm
  • Convolutional Neural Nets


Project – 4

Image Classification using Deep Learning



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