Brochure
Enquire
- What You Will Learn in this Course
- Required Background, Software, and Hardware
- How to Succeed in this Course
Modern Reinforcement Learning: Actor-Critic Algorithms
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
₹ 3,099
certificate availability
Yes
certificate providing authority
Udemy
The syllabus
Introduction
Fundamentals of Reinforcement Learning
- Review of Fundamental Concepts
- Calculating State Transition Probabilities
- Teaching an AI about Black Jack with Monte Carlo Prediction
- Teaching an AI How to Play Black Jack with Monte Carlo Control
- Review of Temporal Difference Learning Methods
- Teaching an AI about Balance with TD(0) Prediction
- Teaching an AI to Balance the Cart Pole with Q Learning
Landing on the Moon with Policy Gradients & Actor Critic Methods
- What's so Great About Policy Gradient Methods?
- Combining Neural Networks with Monte Carlo: REINFORCE Policy Gradient Algorithm
- Introducing the Lunar Lander Environment
- Coding the Agent's Brain: The Policy Gradient Network
- Coding the Policy Gradient Agent's Basic Functionality
- Coding the Agent's Learn Function
- Coding the Policy Gradient Main Loop and Watching our Agent Land on the Moon
- Actor Critic Learning: Combining Policy Gradients & Temporal Difference Learning
- Coding the Actor Critic Networks
- Coding the Actor Critic Agent
- Coding the Actor Critic Main Loop and Watching Our Agent Land on the Moon
Deep Deterministic Policy Gradients (DDPG): Actor Critic with Continuous Actions
- Getting up to Speed With Deep Q Learning
- How to Read and Understand Cutting Edge Research Papers
- Analyzing the DDPG Paper Abstract and Introduction
- Analyzing the Background Material
- What Algorithm Are We Going to Implement?
- What Results Should We Expect?
- What Other Solutions are Out There?
- What Model Architecture and Hyperparameters Do We Need?
- Handling the Explore-Exploit Dilemma: Coding the OU Action Noise Class
- Giving our Agent a Memory: Coding the Replay Memory Buffer Class
- Deep Q Learning for Actor Critic Methods: Coding the Critic Network Class
- Coding the Actor Network Class
- Giving our DDPG Agent Simple Autonomy: Coding the Basic Functions of Our Agent
- Giving our DDPG Agent a Brain: Coding the Agent's Learn Function
- Coding the Network Parameter Update Functionality
- Coding the Main Loop and Watching Our DDPG Agent Land on the Moon
Twin Delayed Deep Deterministic Policy Gradients (TD3)
- Some Tips on Reading this Paper
- Analyzing the TD3 Paper Abstract and Introduction
- What Other Solutions Have People Tried?
- Reviewing the Fundamental Concepts
- Is Overestimation Bias Even a Problem in Actor-Critic Methods?
- Why is Variance a Problem for Actor-Critic Methods?
- What Results Can We Expect?
- Coding the Brains of the TD3 Agent - The Actor and Critic Network Classes
- Giving our TD3 Agent Simple Autonomy - Coding the Basic Agent Functionality
- Giving our TD3 Agent a Brain - Coding the Learn Function
- Coding the Network Parameter Update Functionality
- Coding the Main Loop And Watching our Agent Learn to Walk
Soft Actor Critic
- A Quick Word on the Paper
- Getting Acquainted With a New Framework
- Checking Out What Has Been Done Before
- Inspecting the Foundation of this New Framework
- Digging Into the Mathematics of Soft Actor Critic
- Seeing How the New Algorithm Measures Up
- Coding the Neural Networks
- Coding the Soft Actor Critic Basic Functionality
- Coding the Soft Actor Critic Algorithm
- Coding the Main Loop and Evaluating Our Agent
Articles
Popular Articles
prev
next
Similar Courses
Practical Reinforcement Learning
HSE University via Coursera
Deep Reinforcement Learning
Udacity
prev
next
Courses of your Interest
TOGAF 9 Combined Level 1 and Level 2 Training
SkillUp Online via Simplilearn
Advanced Certificate Program in DevOps
CMU School of Computer Science, Pitts... via TalentSprint
Mastering Deep Learning Using Apache Spark
Simpliv Learning
Devops with AWS CodePipeline Jenkins and AWS CodeD...
Simpliv Learning
Machine Learning with Python from Linear Models to...
MIT Cambridge via Edx
Big Data Capstone Project
The University of Adelaide, Adelaide via Edx
Advanced Certification Program in Big Data
Belhaven University, Mississippi via Intellipaat
Computer Applications of Artificial Intelligence a...
Purdue University, West Lafayette via Edx
Advanced Power Searching With Google
Google via Edx
prev
next
