Artificial Intelligence A-Z 2024: Build 7 AI + LLM & ChatGPT

Udemy

Gain hands-on experience in data science, deep learning, and machine learning to develop the skills for the development of AI-powered applications.

Online

₹ 4099

particular

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                                    Medium of instructions
                                    English

                                    Mode of learning
                                    Self study

                                    Mode of Delivery
                                    Video and Text Based

Welcome to the course!

Why AI?
Course Structure
BONUS: Learning Paths
Installing Anaconda
BONUS: Meet Your Instructors
This PDF resource will help you a lot!
FAQBot!
Updates on Udemy Reviews
Your Shortcut To Becoming A Better Data Scientist!

---------- Part 0 - Fundamentals Of Reinforcement Learning ----------

Welcome to Part 0 - Fundamentals of Reinforcement Learning

Q-Learning Intuition

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
Quiz 1

Q-Learning Visualization

Gridworld Set Up
Q-Learning Visualization

---------- Part 1 - Deep Q-Learning ----------

Welcome to Part 1 - Deep Q-Learning

Deep Q-Learning Intuition

Plan of Attack
Deep Q-Learning Intuition - Learning
Deep Q-Learning Intuition - Acting
Experience Replay
Action Selection Policies

Deep Q-Learning Implementation

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

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 ----------

Welcome to Part 2 - Deep Convolutional Q-Learning

Deep Convolutional Q-Learning Intuition

Plan of Attack
Deep Convolutional Q-Learning Intuition
Eligibility Trace

Deep Convolutional Q-Learning Implementation

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

Deep Convolutional Q-Learning Visualization

Doom - Step 17
Quick Note for Colab
Doom - Step 18
Doom - Step 19
Doom - Step 20

---------- Part 3 - A3C ----------

Welcome to Part 3 - A3C

A3C Intuition

Plan of Attack
The three A's in A3C
Actor-Critic
Asynchronous
Advantage
LSTM Layer

A3C Implementation

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

Watching our AI play Breakout
THANK YOU Bonus Video

Annex 1: Artificial Neural Networks

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

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

***YOUR SPECIAL BONUS***

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Artificial Intelligence A-Z 2024: Build 7 AI + LLM & ChatGPT

Online

₹ 4099

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