introduction-to-reinforcement-learning-and-deep-rl.json

{
    "course_details": {
        "source": "Google DeepMind",
        "title": "Introduction to RL and deep RL",
        "course_id": null,
        "professors": "Hado van Hasselt, Diana Borsa & Matteo Hessel",
        "website_url" : "https://www.deepmind.com/learning-resources/reinforcement-learning-lecture-series-2021",
        "year": 2021
    },
    "lectures":[
        {
            "number": 1,
            "description": "Introduction to Reinforcement Learning",
            "video_url": "https://www.youtube.com/watch?v=TCCjZe0y4Qc"
        },
        {
            "number": 2,
            "description": "Exploration & Control",
            "video_url": "https://www.youtube.com/watch?v=aQJP3Z2Ho8U"
        },
        {
            "number": 3,
            "description": "MDPs & Dynamic Programming",
            "video_url": "https://www.youtube.com/watch?v=zSOMeug_i_M"
        },
        {
            "number": 4,
            "description": "Theoretical Fundamentals of Dynamic Programming Algorithms",
            "video_url": "https://www.youtube.com/watch?v=XpbLq7rIJAA"
        },
        {
            "number": 5,
            "description": "Model-free Prediction",
            "video_url": "https://www.youtube.com/watch?v=eaWfWoVUTEw"
        },
        {
            "number": 6,
            "description": "Model-free Control",
            "video_url": "https://www.youtube.com/watch?v=t9uf9cuogBo"
        },
        {
            "number": 7,
            "description": "Function Approximation",
            "video_url": "https://www.youtube.com/watch?v=ook46h2Jfb4"
        },
        {
            "number": 8,
            "description": "Planning & models",
            "video_url": "https://www.youtube.com/watch?v=FKl8kM4finE"
        },
        {
            "number": 9,
            "description": "Policy-Gradient & Actor-Critic methods",
            "video_url": "https://www.youtube.com/watch?v=y3oqOjHilio"
        },
        {
            "number": 10,
            "description": "Approximate Dynamic Programming",
            "video_url": "https://www.youtube.com/watch?v=AJejcug2brU"
        },
        {
            "number": 11,
            "description": "Multi-step & Off Policy",
            "video_url": "https://www.youtube.com/watch?v=u84MFu1nG4g"
        },
        {
            "number": 12,
            "description": "Deep Reinforcement Learning #1",
            "video_url": "https://www.youtube.com/watch?v=cVzvNZOBaJ4"
        },
        {
            "number": 13,
            "description": "Deep Reinforcement Learning #2",
            "video_url": "https://www.youtube.com/watch?v=siDtNqlPoLk"
        }
    ]
}