Professional Certificate in Reinforcement Learning Frameworks: High-Performance

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The Professional Certificate in Reinforcement Learning Frameworks: High-Performance course is a comprehensive program designed to equip learners with essential skills in reinforcement learning (RL), a subfield of artificial intelligence (AI) that deals with decision-making algorithms. This course is crucial for professionals looking to advance their careers in AI, data science, or machine learning.

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The demand for RL expertise is on the rise, with industries such as gaming, finance, robotics, and healthcare seeking professionals who can build and implement RL models. By completing this course, learners will gain hands-on experience with high-performance RL frameworks such as TensorFlow and PyTorch, making them highly valuable to potential employers. This course covers essential topics such as deep RL, policy gradients, actor-critic methods, and Q-learning. Learners will also have the opportunity to work on real-world projects, providing them with a strong portfolio of work to showcase to potential employers. Overall, this course is an excellent opportunity for professionals looking to enhance their skills in RL and advance their careers in the rapidly evolving field of AI.

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โ€ข Unit 1: Introduction to Reinforcement Learning Frameworks
โ€ข Unit 2: Overview of High-Performance Reinforcement Learning
โ€ข Unit 3: TensorFlow Agents: An Open-Source Framework for Reinforcement Learning
โ€ข Unit 4: Stable Baselines: A Reinforcement Learning Library with Stable Implementations
โ€ข Unit 5: Ray RLlib: A High-Performance Framework for Reinforcement Learning
โ€ข Unit 6: Implementing Deep Q-Networks using Reinforcement Learning Frameworks
โ€ข Unit 7: Implementing Policy Gradients using Reinforcement Learning Frameworks
โ€ข Unit 8: Advanced Reinforcement Learning Techniques: Monte Carlo Tree Search and Prioritized Experience Replay
โ€ข Unit 9: Scaling Reinforcement Learning Algorithms using High-Performance Frameworks
โ€ข Unit 10: Real-World Applications of High-Performance Reinforcement Learning Frameworks

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PROFESSIONAL CERTIFICATE IN REINFORCEMENT LEARNING FRAMEWORKS: HIGH-PERFORMANCE
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London College of Foreign Trade (LCFT)
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05 May 2025
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