Reinforcement Learning and Decision Making

The course begins with the theoretical foundations of RL, including Markov Decision Processes (MDPs), value functions, and policy gradients. It then advances into Deep Reinforcement Learning using tools like Deep Q-Networks (DQNs), Actor-Critic methods, and Proximal Policy Optimization (PPO). Learners will build environments using OpenAI Gym and simulate agent behavior in real-world-inspired tasks. Emphasis is placed on exploration-exploitation tradeoffs, reward shaping, and algorithm performance.

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Course Overview

This specialized course dives deep into Reinforcement Learning (RL), a branch of AI where agents learn to make decisions by interacting with environments. Geared towards data scientists and researchers, this course explores concepts that power game AI, robotics, industrial automation, and autonomous systems.

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Description

The course begins with the theoretical foundations of RL, including Markov Decision Processes (MDPs), value functions, and policy gradients. It then advances into Deep Reinforcement Learning using tools like Deep Q-Networks (DQNs), Actor-Critic methods, and Proximal Policy Optimization (PPO). Learners will build environments using OpenAI Gym and simulate agent behavior in real-world-inspired tasks. Emphasis is placed on exploration-exploitation tradeoffs, reward shaping, and algorithm performance.

Course Content
Course Features
  • Real-time Use cases
  • 24/7 Lifetime Support
  • Certification Based Curriculum
  • Flexible Schedules
  • One-on-one doubt clearing
  • Career path guidance
Course includes
  • Seats
    15
  • Schedule
    2.00 pm to 4.00 pm
  • Lessons
    87 Lessons
  • Duration
    40 h
  • Categories
    It & Software
  • Launguage
    English, Tamil
  • Skills
    All Levels
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Training Option
On-Demand Training
25 hrs of Self-Paced Videos
  • 30 hours of Salesforce Training videos
  • Curated and delivered by industry experts
  • 100% practical-oriented classes
  • Includes resources/materials
  • Latest version curriculum with covered
  • Get lifetime access to the LMS
  • Learn technology at your own pace
  • 24x7 learner assistance
  • Certification guidance provided
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Live Online (Instructor-Led)
30 hrs of Remote Classes in Zoom/Google meet
  • Includes Self-Paced
  • Live demonstration of the industry-ready skills.
  • Virtual instructor-led training (VILT) classes.
  • Real-time projects and certification guidance.
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Corporate Training

Enterprise training for teams

Hands-on Reinforcement Learning and Decision Making  Projects
Train a self-learning agent to play CartPole and Breakout
Implement Q-learning for path optimization in a maze
Use PPO to control robotic simulations
Design a reward-driven trading bot prototype
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