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Machine Learning For Absolute Beginners

Video Introducing this tutorial

Introduction
What is Machine Learning?
Types and Applications of ML
AI vs ML
Essential Math for ML and AI
Introduction to Supervised Learning
Linear Methods for Classification
Linear Methods for Regression
Support Vector Machines
Basis Expansions
Model Selection Procedures
Bonus! Supervised Learning Project in Python Part 1
Bonus! Supervised Learning Project in Python Part 2
Introduction to Unsupervised Learning
Association Rules
Cluster Analysis
Reinforcement Learning
Bonus! KMeans Clustering Project
Introduction to Neural Networks
The Perceptron
The Backpropagation Algorithm
Training Procedures
Convolutional Neural Networks
Introduction to Real World ML
Choosing an Algorithm
Design and Analysis of ML Experiments)
Common Software for ML
Setting up OpenAI Gym
Building and Training the Network Part 1
Building and Training the Network Part 2

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