Artificial Intelligence 2.0: AI, Python, DRL + ChatGPT Prize

BY
Udemy

Mode

Online

Fees

₹ 499 3499

Quick Facts

particular details
Medium of instructions English
Mode of learning Self study
Mode of Delivery Video and Text Based

Course and certificate fees

Fees information
₹ 499  ₹3,499
certificate availability

Yes

certificate providing authority

Udemy

The syllabus

Part 1 - Fundamentals

  • Welcome
  • Some Resources Before We Start
  • Bonus: Learning Path
  • Q-Learning
  • Deep Q-Learning
  • Policy Gradient
  • Actor-Critic
  • Taxonomy Of Ai Models
  • Bonus: 5 Advantages Of Drl
  • Bonus: Rl Algorithms Map
  • Get The Materials

Part 2 - Twin Delayed Ddpg Theory

  • Introduction And Initialization
  • The Q-Learning Part
  • The Policy Learning Part
  • The Whole Training Process

Part 3 - Twin Delayed Ddpg Implementation

  • The Whole Code Folder Of The Course With All The Implementations
  • Beginning
  • Implementation - Step 1
  • Implementation - Step 2
  • Implementation - Step 3
  • Implementation - Step 4
  • Implementation - Step 5
  • Implementation - Step 6
  • Implementation - Step 7
  • Implementation - Step 8
  • Implementation - Step 9
  • Implementation - Step 10
  • Implementation - Step 11
  • Implementation - Step 12
  • Implementation - Step 13
  • Implementation - Step 14
  • Implementation - Step 15
  • Implementation - Step 16
  • Implementation - Step 17
  • Implementation - Step 18
  • Implementation - Step 19
  • Implementation - Step 20

The Final Demo!

  • Demo - Training
  • Demo - Inference

Annex 1 - Artificial Neural Networks

  • 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 - Q-Learning

  • Plan Of Attack
  • What Is Reinforcement Learning?
  • The Bellman Equation
  • The Plan
  • Markov Decision Process
  • Policy Vs Plan
  • Living Penalty
  • Q-Learning Intuition
  • Temporal Difference
  • Q-Learning Visualization

Annex 3 - Deep Q-Learning

  • Plan Of Attack
  • Deep Q-Learning Intuition - Step 1
  • Deep Q-Learning Intuition - Step 2
  • Experience Replay
  • Action Selection Policies

Bonus Lectures

  • Your Special Bonus

Instructors

Mr Hadelin de Ponteves

Mr Hadelin de Ponteves
Co-founder
Udemy

Trending Courses

Popular Courses

Popular Platforms

Learn more about the Courses

Download the Careers360 App on your Android phone

Regular exam updates, QnA, Predictors, College Applications & E-books now on your Mobile

Careers360 App
150M+ Students
30,000+ Colleges
500+ Exams
1500+ E-books