Global Certificate in Reinforcement Learning Theory and Applications
-- viendo ahoraThe Global Certificate in Reinforcement Learning Theory and Applications is a comprehensive course that equips learners with essential skills in reinforcement learning (RL). RL has gained significant industry demand due to its success in various applications, such as robotics, gaming, resource management, and navigation.
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Detalles del Curso
• Introduction to Reinforcement Learning: Fundamentals, history, and key concepts. Agents, environments, actions, and rewards.
• Markov Decision Processes: Markov properties, transition probabilities, and state values. Bellman equations and optimal policies.
• Dynamic Programming: Policy evaluation, policy improvement, and value iteration algorithms.
• Monte Carlo Methods: First-visit and every-visit MC methods, exploration vs exploitation, and the greedy policy.
• Temporal Difference Learning: TD(0), SARSA, and Q-learning algorithms. Advantages and disadvantages.
• Function Approximation: Linear, neural network, and deep learning methods for RL. Overfitting and underfitting, generalization, and feature engineering.
• Deep Reinforcement Learning: Deep Q-Networks (DQN), Double DQN, Dueling DQN, and Rainbow. Policy gradient methods, actor-critic methods, and asynchronous methods.
• Reinforcement Learning Applications: Game playing, robotics, resource management, and recommendation systems. Real-world challenges and best practices.
• Evaluation and Comparison: Performance metrics, benchmarks, and experimental design. Statistical significance and error analysis.
• Ethics and Safety: Responsible RL, fairness, transparency, and avoiding negative consequences.
Trayectoria Profesional
Requisitos de Entrada
- Comprensión básica de la materia
- Competencia en idioma inglés
- Acceso a computadora e internet
- Habilidades básicas de computadora
- Dedicación para completar el curso
No se requieren calificaciones formales previas. El curso está diseñado para la accesibilidad.
Estado del Curso
Este curso proporciona conocimientos y habilidades prácticas para el desarrollo profesional. Es:
- No acreditado por un organismo reconocido
- No regulado por una institución autorizada
- Complementario a las calificaciones formales
Recibirás un certificado de finalización al completar exitosamente el curso.
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Preguntas Frecuentes
Tarifa del curso
- 3-4 horas por semana
- Entrega temprana del certificado
- Inscripción abierta - comienza cuando quieras
- 2-3 horas por semana
- Entrega regular del certificado
- Inscripción abierta - comienza cuando quieras
- Acceso completo al curso
- Certificado digital
- Materiales del curso
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