Certificate in Reinforcement Learning Strategies for Data-Driven Decisions

Name: Certificate in Reinforcement Learning Strategies for Data-Driven Decisions
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The Certificate in Reinforcement Learning Strategies for Data-Driven Decisions is a comprehensive course designed to empower learners with essential skills in reinforcement learning, a crucial area of artificial intelligence. This industry-demanded program focuses on data-driven decision-making, teaching students to create algorithms that learn and adapt through experience, ultimately optimizing business outcomes.

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AboutThisCourse

In this course, you will explore advanced topics, such as Markov decision processes, dynamic programming, and temporal difference learning. You will also gain hands-on experience in various reinforcement learning techniques, including Q-learning, SARSA, and policy gradients, and learn to apply them to real-world problems. By the end of this program, you will be equipped with the skills to design, implement, and evaluate intelligent agents that make optimal decisions based on data. Whether you are an aspiring data scientist, machine learning engineer, or business analyst, this course will provide you with the necessary knowledge and practical experience to excel in your career and stay ahead in today's rapidly evolving data-driven world.

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CourseDetails

• Introduction to Reinforcement Learning Strategies
• Understanding the Markov Decision Process (MDP)
• Q-Learning and State-Action Reward Q-table (Q-table)
• Deep Q Networks (DQN) and Neural Fitted Q-Learning
• Policy Gradients and REINFORCE Method
• Actor-Critic Methods: Advantage Actor-Critic (A2C) and Asynchronous Advantage Actor-Critic (A3C)
• Deep Deterministic Policy Gradients (DDPG)
• Proximal Policy Optimization (PPO) and Trust Region Policy Optimization (TRPO)
• Temporal Difference (TD) Learning and Monte Carlo (MC) Methods
• Applications of Reinforcement Learning Strategies in Data-Driven Decisions

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ProficiencyEnglish
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FastTrack GBP £140

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ThreeFourHoursPerWeek
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StandardMode GBP £90

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TwoThreeHoursPerWeek
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CERTIFICATE IN REINFORCEMENT LEARNING STRATEGIES FOR DATA-DRIVEN DECISIONS

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London College of Foreign Trade (LCFT)

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05 May 2025

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