Udemy - Artificial Intelligence A-Z™: Learn How To Build An AI

Category: Study


Posted on 2019-08-11, by phaelx.

Description



Date: July 2019
Author: Hadelin de Ponteves

Size: 2.6 GB
Format: MP4
Download     >>    https://dropapk.to/y5789h07teye
What you'll learn
   *Build an AI
   *Understand the theory behind Artificial Intelligence
   *Make a virtual Self Driving Car
   *Make an AI to beat games
   *Solve Real World Problems with AI
   *Master the State of the Art AI models
   *Q-Learning
   *Deep Q-Learning
   *Deep Convolutional Q-Learning
   *A3C


Course content

Welcome to the course!
   Why AI?
   Course Structure
   BONUS: Learning Paths
   Installing Anaconda
   BONUS: Meet Your Instructors
   Updates on Udemy Reviews
   This PDF resource will help you a lot!
   FAQBot!

---------- Part 0 - Fundamentals Of Reinforcement Learning ----------
   Why AI?
   Course Structure
   BONUS: Learning Paths
   Installing Anaconda
   BONUS: Meet Your Instructors
   Updates on Udemy Reviews
   This PDF resource will help you a lot!
   FAQBot!
   Welcome to Part 0 - Fundamentals of Reinforcement Learning

Q-Learning Intuition
   Why AI?
   Course Structure
   BONUS: Learning Paths
   Installing Anaconda
   BONUS: Meet Your Instructors
   Updates on Udemy Reviews
   This PDF resource will help you a lot!
   FAQBot!
   Welcome to Part 0 - Fundamentals of Reinforcement Learning
   Plan of Attack
   What is reinforcement learning?
   The Bellman Equation
   The 'Plan'
   Markov Decision Process
   Policy vs Plan
   Adding a 'Living Penalty'
   Q-Learning Intuition
   Temporal Difference

Q-Learning Visualization
   Why AI?
   Course Structure
   BONUS: Learning Paths
   Installing Anaconda
   BONUS: Meet Your Instructors
   Updates on Udemy Reviews
   This PDF resource will help you a lot!
   FAQBot!
   Welcome to Part 0 - Fundamentals of Reinforcement Learning
   Plan of Attack
   What is reinforcement learning?
   The Bellman Equation
   The 'Plan'
   Markov Decision Process
   Policy vs Plan
   Adding a 'Living Penalty'
   Q-Learning Intuition
   Temporal Difference
   Q-Learning Visualization

---------- Part 1 - Deep Q-Learning ----------
   Why AI?
   Course Structure
   BONUS: Learning Paths
   Installing Anaconda
   BONUS: Meet Your Instructors
   Updates on Udemy Reviews
   This PDF resource will help you a lot!
   FAQBot!
   Welcome to Part 0 - Fundamentals of Reinforcement Learning
   Plan of Attack
   What is reinforcement learning?
   The Bellman Equation
   The 'Plan'
   Markov Decision Process
   Policy vs Plan
   Adding a 'Living Penalty'
   Q-Learning Intuition
   Temporal Difference
   Q-Learning Visualization
   Welcome to Part 1 - Deep Q-Learning

Deep Q-Learning Intuition
   Why AI?
   Course Structure
   BONUS: Learning Paths
   Installing Anaconda
   BONUS: Meet Your Instructors
   Updates on Udemy Reviews
   This PDF resource will help you a lot!
   FAQBot!
   Welcome to Part 0 - Fundamentals of Reinforcement Learning
   Plan of Attack
   What is reinforcement learning?
   The Bellman Equation
   The 'Plan'
   Markov Decision Process
   Policy vs Plan
   Adding a 'Living Penalty'
   Q-Learning Intuition
   Temporal Difference
   Q-Learning Visualization
   Welcome to Part 1 - Deep Q-Learning
   Plan of Attack
   Deep Q-Learning Intuition - Learning
   Deep Q-Learning Intuition - Acting
   Experience Replay
   Action Selection Policies

Deep Q-Learning Implementation
   Why AI?
   Course Structure
   BONUS: Learning Paths
   Installing Anaconda
   BONUS: Meet Your Instructors
   Updates on Udemy Reviews
   This PDF resource will help you a lot!
   FAQBot!
   Welcome to Part 0 - Fundamentals of Reinforcement Learning
   Plan of Attack
   What is reinforcement learning?
   The Bellman Equation
   The 'Plan'
   Markov Decision Process
   Policy vs Plan
   Adding a 'Living Penalty'
   Q-Learning Intuition
   Temporal Difference
   Q-Learning Visualization
   Welcome to Part 1 - Deep Q-Learning
   Plan of Attack
   Deep Q-Learning Intuition - Learning
   Deep Q-Learning Intuition - Acting
   Experience Replay
   Action Selection Policies
   Plan of Attack
   Where to get the Materials
   Getting Started
   Self Driving Car - Step 1
   Self Driving Car - Step 2
   Self Driving Car - Step 3
   Self Driving Car - Step 4
   Self Driving Car - Step 5
   Self Driving Car - Step 6
   Self Driving Car - Step 7
   Self Driving Car - Step 8
   Self Driving Car - Step 9
   Self Driving Car - Step 10
   Self Driving Car - Step 11
   Self Driving Car - Step 12
   Self Driving Car - Step 13
   Self Driving Car - Step 14
   Self Driving Car - Step 15
   Self Driving Car - Step 16

Deep Q-Learning Visualization
   Why AI?
   Course Structure
   BONUS: Learning Paths
   Installing Anaconda
   BONUS: Meet Your Instructors
   Updates on Udemy Reviews
   This PDF resource will help you a lot!
   FAQBot!
   Welcome to Part 0 - Fundamentals of Reinforcement Learning
   Plan of Attack
   What is reinforcement learning?
   The Bellman Equation
   The 'Plan'
   Markov Decision Process
   Policy vs Plan
   Adding a 'Living Penalty'
   Q-Learning Intuition
   Temporal Difference
   Q-Learning Visualization
   Welcome to Part 1 - Deep Q-Learning
   Plan of Attack
   Deep Q-Learning Intuition - Learning
   Deep Q-Learning Intuition - Acting
   Experience Replay
   Action Selection Policies
   Plan of Attack
   Where to get the Materials
   Getting Started
   Self Driving Car - Step 1
   Self Driving Car - Step 2
   Self Driving Car - Step 3
   Self Driving Car - Step 4
   Self Driving Car - Step 5
   Self Driving Car - Step 6
   Self Driving Car - Step 7
   Self Driving Car - Step 8
   Self Driving Car - Step 9
   Self Driving Car - Step 10
   Self Driving Car - Step 11
   Self Driving Car - Step 12
   Self Driving Car - Step 13
   Self Driving Car - Step 14
   Self Driving Car - Step 15
   Self Driving Car - Step 16
   Self Driving Car - Level 1
   Self Driving Car - Level 2
   Self Driving Car - Level 3
   Self Driving Car - Level 4
   Challenge Solutions

---------- Part 2 - Deep Convolutional Q-Learning ----------
   Why AI?
   Course Structure
   BONUS: Learning Paths
   Installing Anaconda
   BONUS: Meet Your Instructors
   Updates on Udemy Reviews
   This PDF resource will help you a lot!
   FAQBot!
   Welcome to Part 0 - Fundamentals of Reinforcement Learning
   Plan of Attack
   What is reinforcement learning?
   The Bellman Equation
   The 'Plan'
   Markov Decision Process
   Policy vs Plan
   Adding a 'Living Penalty'
   Q-Learning Intuition
   Temporal Difference
   Q-Learning Visualization
   Welcome to Part 1 - Deep Q-Learning
   Plan of Attack
   Deep Q-Learning Intuition - Learning
   Deep Q-Learning Intuition - Acting
   Experience Replay
   Action Selection Policies
   Plan of Attack
   Where to get the Materials
   Getting Started
   Self Driving Car - Step 1
   Self Driving Car - Step 2
   Self Driving Car - Step 3
   Self Driving Car - Step 4
   Self Driving Car - Step 5
   Self Driving Car - Step 6
   Self Driving Car - Step 7
   Self Driving Car - Step 8
   Self Driving Car - Step 9
   Self Driving Car - Step 10
   Self Driving Car - Step 11
   Self Driving Car - Step 12
   Self Driving Car - Step 13
   Self Driving Car - Step 14
   Self Driving Car - Step 15
   Self Driving Car - Step 16
   Self Driving Car - Level 1
   Self Driving Car - Level 2
   Self Driving Car - Level 3
   Self Driving Car - Level 4
   Challenge Solutions
   Welcome to Part 2 - Deep Convolutional Q-Learning

Deep Convolutional Q-Learning Intuition
   Why AI?
   Course Structure
   BONUS: Learning Paths
   Installing Anaconda
   BONUS: Meet Your Instructors
   Updates on Udemy Reviews
   This PDF resource will help you a lot!
   FAQBot!
   Welcome to Part 0 - Fundamentals of Reinforcement Learning
   Plan of Attack
   What is reinforcement learning?
   The Bellman Equation
   The 'Plan'
   Markov Decision Process
   Policy vs Plan
   Adding a 'Living Penalty'
   Q-Learning Intuition
   Temporal Difference
   Q-Learning Visualization
   Welcome to Part 1 - Deep Q-Learning
   Plan of Attack
   Deep Q-Learning Intuition - Learning
   Deep Q-Learning Intuition - Acting
   Experience Replay
   Action Selection Policies
   Plan of Attack
   Where to get the Materials
   Getting Started
   Self Driving Car - Step 1
   Self Driving Car - Step 2
   Self Driving Car - Step 3
   Self Driving Car - Step 4
   Self Driving Car - Step 5
   Self Driving Car - Step 6
   Self Driving Car - Step 7
   Self Driving Car - Step 8
   Self Driving Car - Step 9
   Self Driving Car - Step 10
   Self Driving Car - Step 11
   Self Driving Car - Step 12
   Self Driving Car - Step 13
   Self Driving Car - Step 14
   Self Driving Car - Step 15
   Self Driving Car - Step 16
   Self Driving Car - Level 1
   Self Driving Car - Level 2
   Self Driving Car - Level 3
   Self Driving Car - Level 4
   Challenge Solutions
   Welcome to Part 2 - Deep Convolutional Q-Learning
   Plan of Attack
   Deep Convolutional Q-Learning Intuition
   Eligibility Trace

Deep Convolutional Q-Learning Implementation
   Why AI?
   Course Structure
   BONUS: Learning Paths
   Installing Anaconda
   BONUS: Meet Your Instructors
   Updates on Udemy Reviews
   This PDF resource will help you a lot!
   FAQBot!
   Welcome to Part 0 - Fundamentals of Reinforcement Learning
   Plan of Attack
   What is reinforcement learning?
   The Bellman Equation
   The 'Plan'
   Markov Decision Process
   Policy vs Plan
   Adding a 'Living Penalty'
   Q-Learning Intuition
   Temporal Difference
   Q-Learning Visualization
   Welcome to Part 1 - Deep Q-Learning
   Plan of Attack
   Deep Q-Learning Intuition - Learning
   Deep Q-Learning Intuition - Acting
   Experience Replay
   Action Selection Policies
   Plan of Attack
   Where to get the Materials
   Getting Started
   Self Driving Car - Step 1
   Self Driving Car - Step 2
   Self Driving Car - Step 3
   Self Driving Car - Step 4
   Self Driving Car - Step 5
   Self Driving Car - Step 6
   Self Driving Car - Step 7
   Self Driving Car - Step 8
   Self Driving Car - Step 9
   Self Driving Car - Step 10
   Self Driving Car - Step 11
   Self Driving Car - Step 12
   Self Driving Car - Step 13
   Self Driving Car - Step 14
   Self Driving Car - Step 15
   Self Driving Car - Step 16
   Self Driving Car - Level 1
   Self Driving Car - Level 2
   Self Driving Car - Level 3
   Self Driving Car - Level 4
   Challenge Solutions
   Welcome to Part 2 - Deep Convolutional Q-Learning
   Plan of Attack
   Deep Convolutional Q-Learning Intuition
   Eligibility Trace
   Plan of Attack
   Where to get the Materials
   Doom - Step 1
   Doom - Step 2
   Doom - Step 3
   Doom - Step 4
   Doom - Step 5
   Doom - Step 6
   Doom - Step 7
   Doom - Step 8
   Doom - Step 9
   Doom - Step 10
   Doom - Step 11
   Doom - Step 12
   Doom - Step 13
   Doom - Step 14
   Doom - Step 15
   Doom - Step 16
   Doom - Step 17

Deep Convolutional Q-Learning Visualization
   Why AI?
   Course Structure
   BONUS: Learning Paths
   Installing Anaconda
   BONUS: Meet Your Instructors
   Updates on Udemy Reviews
   This PDF resource will help you a lot!
   FAQBot!
   Welcome to Part 0 - Fundamentals of Reinforcement Learning
   Plan of Attack
   What is reinforcement learning?
   The Bellman Equation
   The 'Plan'
   Markov Decision Process
   Policy vs Plan
   Adding a 'Living Penalty'
   Q-Learning Intuition
   Temporal Difference
   Q-Learning Visualization
   Welcome to Part 1 - Deep Q-Learning
   Plan of Attack
   Deep Q-Learning Intuition - Learning
   Deep Q-Learning Intuition - Acting
   Experience Replay
   Action Selection Policies
   Plan of Attack
   Where to get the Materials
   Getting Started
   Self Driving Car - Step 1
   Self Driving Car - Step 2
   Self Driving Car - Step 3
   Self Driving Car - Step 4
   Self Driving Car - Step 5
   Self Driving Car - Step 6
   Self Driving Car - Step 7
   Self Driving Car - Step 8
   Self Driving Car - Step 9
   Self Driving Car - Step 10
   Self Driving Car - Step 11
   Self Driving Car - Step 12
   Self Driving Car - Step 13
   Self Driving Car - Step 14
   Self Driving Car - Step 15
   Self Driving Car - Step 16
   Self Driving Car - Level 1
   Self Driving Car - Level 2
   Self Driving Car - Level 3
   Self Driving Car - Level 4
   Challenge Solutions
   Welcome to Part 2 - Deep Convolutional Q-Learning
   Plan of Attack
   Deep Convolutional Q-Learning Intuition
   Eligibility Trace
   Plan of Attack
   Where to get the Materials
   Doom - Step 1
   Doom - Step 2
   Doom - Step 3
   Doom - Step 4
   Doom - Step 5
   Doom - Step 6
   Doom - Step 7
   Doom - Step 8
   Doom - Step 9
   Doom - Step 10
   Doom - Step 11
   Doom - Step 12
   Doom - Step 13
   Doom - Step 14
   Doom - Step 15
   Doom - Step 16
   Doom - Step 17
   Watching our AI play Doom

---------- Part 3 - A3C ----------
   Why AI?
   Course Structure
   BONUS: Learning Paths
   Installing Anaconda
   BONUS: Meet Your Instructors
   Updates on Udemy Reviews
   This PDF resource will help you a lot!
   FAQBot!
   Welcome to Part 0 - Fundamentals of Reinforcement Learning
   Plan of Attack
   What is reinforcement learning?
   The Bellman Equation
   The 'Plan'
   Markov Decision Process
   Policy vs Plan
   Adding a 'Living Penalty'
   Q-Learning Intuition
   Temporal Difference
   Q-Learning Visualization
   Welcome to Part 1 - Deep Q-Learning
   Plan of Attack
   Deep Q-Learning Intuition - Learning
   Deep Q-Learning Intuition - Acting
   Experience Replay
   Action Selection Policies
   Plan of Attack
   Where to get the Materials
   Getting Started
   Self Driving Car - Step 1
   Self Driving Car - Step 2
   Self Driving Car - Step 3
   Self Driving Car - Step 4
   Self Driving Car - Step 5
   Self Driving Car - Step 6
   Self Driving Car - Step 7
   Self Driving Car - Step 8
   Self Driving Car - Step 9
   Self Driving Car - Step 10
   Self Driving Car - Step 11
   Self Driving Car - Step 12
   Self Driving Car - Step 13
   Self Driving Car - Step 14
   Self Driving Car - Step 15
   Self Driving Car - Step 16
   Self Driving Car - Level 1
   Self Driving Car - Level 2
   Self Driving Car - Level 3
   Self Driving Car - Level 4
   Challenge Solutions
   Welcome to Part 2 - Deep Convolutional Q-Learning
   Plan of Attack
   Deep Convolutional Q-Learning Intuition
   Eligibility Trace
   Plan of Attack
   Where to get the Materials
   Doom - Step 1
   Doom - Step 2
   Doom - Step 3
   Doom - Step 4
   Doom - Step 5
   Doom - Step 6
   Doom - Step 7
   Doom - Step 8
   Doom - Step 9
   Doom - Step 10
   Doom - Step 11
   Doom - Step 12
   Doom - Step 13
   Doom - Step 14
   Doom - Step 15
   Doom - Step 16
   Doom - Step 17
   Watching our AI play Doom
   Welcome to Part 3 - A3C

A3C Intuition
   Why AI?
   Course Structure
   BONUS: Learning Paths
   Installing Anaconda
   BONUS: Meet Your Instructors
   Updates on Udemy Reviews
   This PDF resource will help you a lot!
   FAQBot!
   Welcome to Part 0 - Fundamentals of Reinforcement Learning
   Plan of Attack
   What is reinforcement learning?
   The Bellman Equation
   The 'Plan'
   Markov Decision Process
   Policy vs Plan
   Adding a 'Living Penalty'
   Q-Learning Intuition
   Temporal Difference
   Q-Learning Visualization
   Welcome to Part 1 - Deep Q-Learning
   Plan of Attack
   Deep Q-Learning Intuition - Learning
   Deep Q-Learning Intuition - Acting
   Experience Replay
   Action Selection Policies
   Plan of Attack
   Where to get the Materials
   Getting Started
   Self Driving Car - Step 1
   Self Driving Car - Step 2
   Self Driving Car - Step 3
   Self Driving Car - Step 4
   Self Driving Car - Step 5
   Self Driving Car - Step 6
   Self Driving Car - Step 7
   Self Driving Car - Step 8
   Self Driving Car - Step 9
   Self Driving Car - Step 10
   Self Driving Car - Step 11
   Self Driving Car - Step 12
   Self Driving Car - Step 13
   Self Driving Car - Step 14
   Self Driving Car - Step 15
   Self Driving Car - Step 16
   Self Driving Car - Level 1
   Self Driving Car - Level 2
   Self Driving Car - Level 3
   Self Driving Car - Level 4
   Challenge Solutions
   Welcome to Part 2 - Deep Convolutional Q-Learning
   Plan of Attack
   Deep Convolutional Q-Learning Intuition
   Eligibility Trace
   Plan of Attack
   Where to get the Materials
   Doom - Step 1
   Doom - Step 2
   Doom - Step 3
   Doom - Step 4
   Doom - Step 5
   Doom - Step 6
   Doom - Step 7
   Doom - Step 8
   Doom - Step 9
   Doom - Step 10
   Doom - Step 11
   Doom - Step 12
   Doom - Step 13
   Doom - Step 14
   Doom - Step 15
   Doom - Step 16
   Doom - Step 17
   Watching our AI play Doom
   Welcome to Part 3 - A3C
   Plan of Attack
   The three A's in A3C
   Actor-Critic
   Asynchronous
   Advantage
   LSTM Layer

A3C Implementation
   Why AI?
   Course Structure
   BONUS: Learning Paths
   Installing Anaconda
   BONUS: Meet Your Instructors
   Updates on Udemy Reviews
   This PDF resource will help you a lot!
   FAQBot!
   Welcome to Part 0 - Fundamentals of Reinforcement Learning
   Plan of Attack
   What is reinforcement learning?
   The Bellman Equation
   The 'Plan'
   Markov Decision Process
   Policy vs Plan
   Adding a 'Living Penalty'
   Q-Learning Intuition
   Temporal Difference
   Q-Learning Visualization
   Welcome to Part 1 - Deep Q-Learning
   Plan of Attack
   Deep Q-Learning Intuition - Learning
   Deep Q-Learning Intuition - Acting
   Experience Replay
   Action Selection Policies
   Plan of Attack
   Where to get the Materials
   Getting Started
   Self Driving Car - Step 1
   Self Driving Car - Step 2
   Self Driving Car - Step 3
   Self Driving Car - Step 4
   Self Driving Car - Step 5
   Self Driving Car - Step 6
   Self Driving Car - Step 7
   Self Driving Car - Step 8
   Self Driving Car - Step 9
   Self Driving Car - Step 10
   Self Driving Car - Step 11
   Self Driving Car - Step 12
   Self Driving Car - Step 13
   Self Driving Car - Step 14
   Self Driving Car - Step 15
   Self Driving Car - Step 16
   Self Driving Car - Level 1
   Self Driving Car - Level 2
   Self Driving Car - Level 3
   Self Driving Car - Level 4
   Challenge Solutions
   Welcome to Part 2 - Deep Convolutional Q-Learning
   Plan of Attack
   Deep Convolutional Q-Learning Intuition
   Eligibility Trace
   Plan of Attack
   Where to get the Materials
   Doom - Step 1
   Doom - Step 2
   Doom - Step 3
   Doom - Step 4
   Doom - Step 5
   Doom - Step 6
   Doom - Step 7
   Doom - Step 8
   Doom - Step 9
   Doom - Step 10
   Doom - Step 11
   Doom - Step 12
   Doom - Step 13
   Doom - Step 14
   Doom - Step 15
   Doom - Step 16
   Doom - Step 17
   Watching our AI play Doom
   Welcome to Part 3 - A3C
   Plan of Attack
   The three A's in A3C
   Actor-Critic
   Asynchronous
   Advantage
   LSTM Layer
   Plan of Attack
   Where to get the Materials
   Breakout - Step 1
   Breakout - Step 2
   Breakout - Step 3
   Breakout - Step 4
   Breakout - Step 5
   Breakout - Step 6
   Breakout - Step 7
   Breakout - Step 8
   Breakout - Step 9
   Breakout - Step 10
   Breakout - Step 11
   Breakout - Step 12
   Breakout - Step 13
   Breakout - Step 14

A3C Visualization
   Why AI?
   Course Structure
   BONUS: Learning Paths
   Installing Anaconda
   BONUS: Meet Your Instructors
   Updates on Udemy Reviews
   This PDF resource will help you a lot!
   FAQBot!
   Welcome to Part 0 - Fundamentals of Reinforcement Learning
   Plan of Attack
   What is reinforcement learning?
   The Bellman Equation
   The 'Plan'
   Markov Decision Process
   Policy vs Plan
   Adding a 'Living Penalty'
   Q-Learning Intuition
   Temporal Difference
   Q-Learning Visualization
   Welcome to Part 1 - Deep Q-Learning
   Plan of Attack
   Deep Q-Learning Intuition - Learning
   Deep Q-Learning Intuition - Acting
   Experience Replay
   Action Selection Policies
   Plan of Attack
   Where to get the Materials
   Getting Started
   Self Driving Car - Step 1
   Self Driving Car - Step 2
   Self Driving Car - Step 3
   Self Driving Car - Step 4
   Self Driving Car - Step 5
   Self Driving Car - Step 6
   Self Driving Car - Step 7
   Self Driving Car - Step 8
   Self Driving Car - Step 9
   Self Driving Car - Step 10
   Self Driving Car - Step 11
   Self Driving Car - Step 12
   Self Driving Car - Step 13
   Self Driving Car - Step 14
   Self Driving Car - Step 15
   Self Driving Car - Step 16
   Self Driving Car - Level 1
   Self Driving Car - Level 2
   Self Driving Car - Level 3
   Self Driving Car - Level 4
   Challenge Solutions
   Welcome to Part 2 - Deep Convolutional Q-Learning
   Plan of Attack
   Deep Convolutional Q-Learning Intuition
   Eligibility Trace
   Plan of Attack
   Where to get the Materials
   Doom - Step 1
   Doom - Step 2
   Doom - Step 3
   Doom - Step 4
   Doom - Step 5
   Doom - Step 6
   Doom - Step 7
   Doom - Step 8
   Doom - Step 9
   Doom - Step 10
   Doom - Step 11
   Doom - Step 12
   Doom - Step 13
   Doom - Step 14
   Doom - Step 15
   Doom - Step 16
   Doom - Step 17
   Watching our AI play Doom
   Welcome to Part 3 - A3C
   Plan of Attack
   The three A's in A3C
   Actor-Critic
   Asynchronous
   Advantage
   LSTM Layer
   Plan of Attack
   Where to get the Materials
   Breakout - Step 1
   Breakout - Step 2
   Breakout - Step 3
   Breakout - Step 4
   Breakout - Step 5
   Breakout - Step 6
   Breakout - Step 7
   Breakout - Step 8
   Breakout - Step 9
   Breakout - Step 10
   Breakout - Step 11
   Breakout - Step 12
   Breakout - Step 13
   Breakout - Step 14
   Watching our AI play Breakout
   THANK YOU bonus video

Annex 1: Artificial Neural Networks
   Why AI?
   Course Structure
   BONUS: Learning Paths
   Installing Anaconda
   BONUS: Meet Your Instructors
   Updates on Udemy Reviews
   This PDF resource will help you a lot!
   FAQBot!
   Welcome to Part 0 - Fundamentals of Reinforcement Learning
   Plan of Attack
   What is reinforcement learning?
   The Bellman Equation
   The 'Plan'
   Markov Decision Process
   Policy vs Plan
   Adding a 'Living Penalty'
   Q-Learning Intuition
   Temporal Difference
   Q-Learning Visualization
   Welcome to Part 1 - Deep Q-Learning
   Plan of Attack
   Deep Q-Learning Intuition - Learning
   Deep Q-Learning Intuition - Acting
   Experience Replay
   Action Selection Policies
   Plan of Attack
   Where to get the Materials
   Getting Started
   Self Driving Car - Step 1
   Self Driving Car - Step 2
   Self Driving Car - Step 3
   Self Driving Car - Step 4
   Self Driving Car - Step 5
   Self Driving Car - Step 6
   Self Driving Car - Step 7
   Self Driving Car - Step 8
   Self Driving Car - Step 9
   Self Driving Car - Step 10
   Self Driving Car - Step 11
   Self Driving Car - Step 12
   Self Driving Car - Step 13
   Self Driving Car - Step 14
   Self Driving Car - Step 15
   Self Driving Car - Step 16
   Self Driving Car - Level 1
   Self Driving Car - Level 2
   Self Driving Car - Level 3
   Self Driving Car - Level 4
   Challenge Solutions
   Welcome to Part 2 - Deep Convolutional Q-Learning
   Plan of Attack
   Deep Convolutional Q-Learning Intuition
   Eligibility Trace
   Plan of Attack
   Where to get the Materials
   Doom - Step 1
   Doom - Step 2
   Doom - Step 3
   Doom - Step 4
   Doom - Step 5
   Doom - Step 6
   Doom - Step 7
   Doom - Step 8
   Doom - Step 9
   Doom - Step 10
   Doom - Step 11
   Doom - Step 12
   Doom - Step 13
   Doom - Step 14
   Doom - Step 15
   Doom - Step 16
   Doom - Step 17
   Watching our AI play Doom
   Welcome to Part 3 - A3C
   Plan of Attack
   The three A's in A3C
   Actor-Critic
   Asynchronous
   Advantage
   LSTM Layer
   Plan of Attack
   Where to get the Materials
   Breakout - Step 1
   Breakout - Step 2
   Breakout - Step 3
   Breakout - Step 4
   Breakout - Step 5
   Breakout - Step 6
   Breakout - Step 7
   Breakout - Step 8
   Breakout - Step 9
   Breakout - Step 10
   Breakout - Step 11
   Breakout - Step 12
   Breakout - Step 13
   Breakout - Step 14
   Watching our AI play Breakout
   THANK YOU bonus video
   What is Deep Learning?
   Plan of Attack
   The Neuron
   The Activation Function
   How do Neural Networks work?
   How do Neural Networks learn?
   Gradient Descent
   Stochastic Gradient Descent
   Backpropagation

Annex 2: Convolutional Neural Networks
   Why AI?
   Course Structure
   BONUS: Learning Paths
   Installing Anaconda
   BONUS: Meet Your Instructors
   Updates on Udemy Reviews
   This PDF resource will help you a lot!
   FAQBot!
   Welcome to Part 0 - Fundamentals of Reinforcement Learning
   Plan of Attack
   What is reinforcement learning?
   The Bellman Equation
   The 'Plan'
   Markov Decision Process
   Policy vs Plan
   Adding a 'Living Penalty'
   Q-Learning Intuition
   Temporal Difference
   Q-Learning Visualization
   Welcome to Part 1 - Deep Q-Learning
   Plan of Attack
   Deep Q-Learning Intuition - Learning
   Deep Q-Learning Intuition - Acting
   Experience Replay
   Action Selection Policies
   Plan of Attack
   Where to get the Materials
   Getting Started
   Self Driving Car - Step 1
   Self Driving Car - Step 2
   Self Driving Car - Step 3
   Self Driving Car - Step 4
   Self Driving Car - Step 5
   Self Driving Car - Step 6
   Self Driving Car - Step 7
   Self Driving Car - Step 8
   Self Driving Car - Step 9
   Self Driving Car - Step 10
   Self Driving Car - Step 11
   Self Driving Car - Step 12
   Self Driving Car - Step 13
   Self Driving Car - Step 14
   Self Driving Car - Step 15
   Self Driving Car - Step 16
   Self Driving Car - Level 1
   Self Driving Car - Level 2
   Self Driving Car - Level 3
   Self Driving Car - Level 4
   Challenge Solutions
   Welcome to Part 2 - Deep Convolutional Q-Learning
   Plan of Attack
   Deep Convolutional Q-Learning Intuition
   Eligibility Trace
   Plan of Attack
   Where to get the Materials
   Doom - Step 1
   Doom - Step 2
   Doom - Step 3
   Doom - Step 4
   Doom - Step 5
   Doom - Step 6
   Doom - Step 7
   Doom - Step 8
   Doom - Step 9
   Doom - Step 10
   Doom - Step 11
   Doom - Step 12
   Doom - Step 13
   Doom - Step 14
   Doom - Step 15
   Doom - Step 16
   Doom - Step 17
   Watching our AI play Doom
   Welcome to Part 3 - A3C
   Plan of Attack
   The three A's in A3C
   Actor-Critic
   Asynchronous
   Advantage
   LSTM Layer
   Plan of Attack
   Where to get the Materials
   Breakout - Step 1
   Breakout - Step 2
   Breakout - Step 3
   Breakout - Step 4
   Breakout - Step 5
   Breakout - Step 6
   Breakout - Step 7
   Breakout - Step 8
   Breakout - Step 9
   Breakout - Step 10
   Breakout - Step 11
   Breakout - Step 12
   Breakout - Step 13
   Breakout - Step 14
   Watching our AI play Breakout
   THANK YOU bonus video
   What is Deep Learning?
   Plan of Attack
   The Neuron
   The Activation Function
   How do Neural Networks work?
   How do Neural Networks learn?
   Gradient Descent
   Stochastic Gradient Descent
   Backpropagation
   Plan of Attack
   What are convolutional neural networks?
   Step 1 - Convolution Operation
   Step 1(b) - ReLU Layer
   Step 2 - Pooling
   Step 3 - Flattening
   Step 4 - Full Connection
   Summary
   Softmax & Cross-Entropy

Bonus Lectures
   Why AI?
   Course Structure
   BONUS: Learning Paths
   Installing Anaconda
   BONUS: Meet Your Instructors
   Updates on Udemy Reviews
   This PDF resource will help you a lot!
   FAQBot!
   Welcome to Part 0 - Fundamentals of Reinforcement Learning
   Plan of Attack
   What is reinforcement learning?
   The Bellman Equation
   The 'Plan'
   Markov Decision Process
   Policy vs Plan
   Adding a 'Living Penalty'
   Q-Learning Intuition
   Temporal Difference
   Q-Learning Visualization
   Welcome to Part 1 - Deep Q-Learning
   Plan of Attack
   Deep Q-Learning Intuition - Learning
   Deep Q-Learning Intuition - Acting
   Experience Replay
   Action Selection Policies
   Plan of Attack
   Where to get the Materials
   Getting Started
   Self Driving Car - Step 1
   Self Driving Car - Step 2
   Self Driving Car - Step 3
   Self Driving Car - Step 4
   Self Driving Car - Step 5
   Self Driving Car - Step 6
   Self Driving Car - Step 7
   Self Driving Car - Step 8
   Self Driving Car - Step 9
   Self Driving Car - Step 10
   Self Driving Car - Step 11
   Self Driving Car - Step 12
   Self Driving Car - Step 13
   Self Driving Car - Step 14
   Self Driving Car - Step 15
   Self Driving Car - Step 16
   Self Driving Car - Level 1
   Self Driving Car - Level 2
   Self Driving Car - Level 3
   Self Driving Car - Level 4
   Challenge Solutions
   Welcome to Part 2 - Deep Convolutional Q-Learning
   Plan of Attack
   Deep Convolutional Q-Learning Intuition
   Eligibility Trace
   Plan of Attack
   Where to get the Materials
   Doom - Step 1
   Doom - Step 2
   Doom - Step 3
   Doom - Step 4
   Doom - Step 5
   Doom - Step 6
   Doom - Step 7
   Doom - Step 8
   Doom - Step 9
   Doom - Step 10
   Doom - Step 11
   Doom - Step 12
   Doom - Step 13
   Doom - Step 14
   Doom - Step 15
   Doom - Step 16
   Doom - Step 17
   Watching our AI play Doom
   Welcome to Part 3 - A3C
   Plan of Attack
   The three A's in A3C
   Actor-Critic
   Asynchronous
   Advantage
   LSTM Layer
   Plan of Attack
   Where to get the Materials
   Breakout - Step 1
   Breakout - Step 2
   Breakout - Step 3
   Breakout - Step 4
   Breakout - Step 5
   Breakout - Step 6
   Breakout - Step 7
   Breakout - Step 8
   Breakout - Step 9
   Breakout - Step 10
   Breakout - Step 11
   Breakout - Step 12
   Breakout - Step 13
   Breakout - Step 14
   Watching our AI play Breakout
   THANK YOU bonus video
   What is Deep Learning?
   Plan of Attack
   The Neuron
   The Activation Function
   How do Neural Networks work?
   How do Neural Networks learn?
   Gradient Descent
   Stochastic Gradient Descent
   Backpropagation
   Plan of Attack
   What are convolutional neural networks?
   Step 1 - Convolution Operation
   Step 1(b) - ReLU Layer
   Step 2 - Pooling
   Step 3 - Flattening
   Step 4 - Full Connection
   Summary
   Softmax & Cross-Entropy
   ***YOUR SPECIAL BONUS***


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