Artificial Intelligence – TensorFlow Machine Learning

Course Curriculum

Chapter 1: Introduction

Lecture 1: What is Machine Learning or AI

Lecture 2: why browser or Javascript

Lecture 3: Course Guidelines

Chapter 2: Javascript Basics

Lecture 1: Section Intro

Lecture 2: Integrating with HTML

Lecture 3: Variables and Variable types

Lecture 4: Conditioning

Lecture 5: Functions()

Lecture 6: Looping in Javascript

Chapter 3: DOM manipulations

Lecture 1: Intro to the section

Lecture 2: dom manipulation

Lecture 3: querySelectorAll()

Lecture 4: Buttons!

Chapter 4: Getting started with Machine Learning

Lecture 1: What is a tensor

Lecture 2: Creating a tensor

Lecture 3: Tensorflow zeros

Lecture 4: Tensorflow Variables

Lecture 5: Operations of variables

Lecture 6: Project #2

Lecture 7: Solution #2

Chapter 5: Equation Finder

Lecture 1: Install node and npm

Lecture 2: Project Description

Lecture 3: npm init

Lecture 4: Creating the input dataset – 1

Lecture 5: Creating the input dataset – 2

Lecture 6: Building a model

Lecture 7: Loss and train Function

Lecture 8: Building User Interface (Part -1)

Lecture 9: Building User Interface (Part -2)

Lecture 10: Creating the html

Lecture 11: Styling the HTML

Lecture 12: Completing index.js

Lecture 13: Adding Babel javascript

Lecture 14: package.json

Lecture 15: Installing Yarn

Lecture 16: Running the Program!

Chapter 6: Getting Started with Neural Networks

Lecture 1: What are Neurons

Lecture 2: What are weights

Lecture 3: What are biases

Lecture 4: Activation Functions

Chapter 7: Build your own Neural Network

Lecture 1: XOR logic project

Lecture 2: Training Loop

Lecture 3: Running the Program!

Chapter 8: Flappy Bird Game

Lecture 1: Project Intro

Lecture 2: index.html

Lecture 3: Adding minified js files

Lecture 4: Adding assets

Lecture 5: Importing assets

Lecture 6: Setting Gravity

Chapter 9: Setting up Neural Network for Flappy Bird

Lecture 1: Genetics

Lecture 2: Create Population

Lecture 3: Activate Brain

Lecture 4: Evolve Population

Lecture 5: Selection

Lecture 6: Mutating Genes

Lecture 7: Finishing Genetic.js

Chapter 10: Back to Gameplay.js

Lecture 1: Creating a Bird Object

Lecture 2: Creating a Tree Object

Lecture 3: Creating a Tree Group

Lecture 4: Creating a Bird Group

Lecture 5: Bitmap Objects

Lecture 6: Adding Buttons

Lecture 7: Update switch case

Lecture 8: Add Collisions

Lecture 9: Reset the Background

Lecture 10: More Methods

Lecture 11: Completing the Code!

Lecture 12: Running the Project

Chapter 11: Mathematics of Machine Learning

Lecture 1: Section Intro

Lecture 2: Bonus Lecture!