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Reinforcement Learning Online Training Course

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Advance your AI expertise with Multisoft Systems’ Reinforcement Learning Online Training in India. Learn how RL agents interact with environments, make decisions, and optimize rewards through Q-learning, Deep Q Networks, and policy-based methods. Ideal for AI professionals, ML engineers, students, and researchers aiming to master advanced machine learning concepts.

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The Reinforcement Learning Online Training Course by Multisoft Systems provides a comprehensive understanding of how intelligent agents learn to make decisions through interaction with their environment. This program introduces learners to the core principles of Reinforcement Learning (RL), including agents, states, actions, rewards, policies, value functions, and exploration–exploitation strategies. Through expert-led training, participants gain hands-on experience with essential RL algorithms such as Q-Learning, Deep Q Networks (DQN), SARSA, Policy Gradient methods, and advanced Deep Reinforcement Learning techniques.

The course blends theory with practical implementation, enabling learners to build RL models for robotics, gaming, autonomous systems, dynamic control processes, recommendation engines, and real-time decision-making scenarios. Using Python and frameworks like TensorFlow or PyTorch, participants develop industry-ready RL solutions.

Whether you are an AI professional, data scientist, ML engineer, or student, this course equips you with the skills needed to develop, analyze, and optimize RL models to solve complex, real-world challenges.

  • What is Reinforcement Learning?
  • Key RL terminology: agent, environment, state, actions, rewards
  • Exploration vs. exploitation
  • Real-world applications of RL
  • RL vs. supervised & unsupervised learning

  • Markov Decision Processes (MDP)
  • Bellman equations
  • Value and policy functions
  • Discounting & reward optimization
  • Probability, linear algebra & calculus essentials

  • Dynamic programming approach
  • Monte Carlo methods
  • Temporal Difference (TD) learning
  • SARSA algorithm
  • Q-learning algorithm

  • Introduction to Deep Q Networks (DQN)
  • Neural networks for RL
  • Experience replay & target networks
  • Double DQN, Dueling DQN
  • Policy Gradient methods
  • REINFORCE algorithm

  • Actor–Critic architecture
  • A2C / A3C methods
  • Proximal Policy Optimization (PPO)
  • Trust Region Policy Optimization (TRPO)
  • Soft Actor–Critic (SAC)

  • OpenAI Gym environments
  • Custom environment creation
  • Using RL libraries: Stable-Baselines3, TensorFlow Agents
  • Reward shaping & environment design
  • Multi-agent environments

  • Robotics control systems
  • Autonomous vehicles & navigation
  • Finance and trading automation
  • Game-playing agents
  • Industrial automation & dynamic optimization

  • Performance metrics for RL agents
  • Hyperparameter tuning
  • Training stability & convergence
  • Troubleshooting RL models
  • Deployment considerations

  • Q-learning based project
  • Deep RL agent implementation (DQN / PPO / A2C)
  • Domain-specific RL application (robotics, trading, or gaming)
  • Final project presentation & assessment

Understand Reinforcement Learning Foundations
Learn core RL concepts such as agents, states, actions, rewards, policies, value functions, and environment interactions.

Explore Key RL Algorithms
Gain in-depth knowledge of Q-learning, SARSA, Deep Q Networks (DQN), Policy Gradient methods, and advanced RL techniques.

Develop Skills to Build Intelligent Agents
Learn how to design systems that make decisions, adapt, and optimize outcomes through trial-and-error learning.

Master Deep Reinforcement Learning Techniques
Work with neural network–based RL models using frameworks like TensorFlow or PyTorch.

Implement Real-World RL Applications
Apply RL in robotics, gaming, automation, control systems, financial modeling, and recommendation engines.

Work with Simulation Environments
Use OpenAI Gym or similar platforms to train, test, and evaluate RL agents.

Optimize Performance of RL Models
Understand hyperparameter tuning, exploration–exploitation balance, and convergence strategies.

Gain Hands-on Experience Through Projects
Build practical RL models and complete end-to-end assignments to develop job-ready skills.

Faq's are not available of this course!

course 1

$ 500 $ 500

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This Course Includes:
  • Globally Recognized Certification
  • 12+ Hrs. of Expert-Led Training
  • Interactive Live Masterclasses
  • Practical, Hands-On Learning
  • Build Your Own AI-Powered App
  • multisoft ai tools Explore a Multiple AI Tools
  • multisoft ai tools Unlimited Practice Assessments
  • multisoft ai tools Lifetime LMS Access
  • multisoft ai tools Recorded Live Sessions
Training Module

Choose your own comfortable learning experience.

One to One Training

12 hrs to Kickstart Your Training
  • 30 hours of personalized Salesforce training
  • Direct one-to-one sessions with expert trainers
  • 100% practical-oriented classes tailored to your pace
  • Includes resources and study materials
  • Latest version curriculum covered in detail
  • Flexible timing to suit your schedule
  • 24×7 learner assistance
  • Certification guidance provided
  • Post-training community and expert support
  • Lifetime access to training materials
  • Personalized career interview tips

Live Online (Instructor-Led)

12 hrs of Remote Classes
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  • Includes Self-Paced learning access
  • Live demonstrations of industry-ready skills
  • Virtual instructor-led training (VILT) classes
  • Real-time projects & certification guidance

Corporate Training

Customized Group Learning for Teams
  • Tailored curriculum to meet your business needs
  • Flexible scheduling (on-site or virtual)
  • Industry expert trainers with domain experience
  • Real-world case studies & hands-on practice
  • Focus on improving team productivity & skill application
  • Custom reporting & performance tracking
  • Access to post-training resources
  • Long-term upskilling partnership options

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