Markov Decision Processes (MDPs) - Structuring a Reinforcement Learning Problem

💡Enroll to gain access to the full course: https://deeplizard.com/course/rlcpailzrd Welcome back to this series on reinforcement learning! In this video, we'll discuss Markov decision processes, or MDPs. Markov decision processes give us a way to formalize sequential decision making. This formalization is the basis for structuring problems that are solved with reinforcement learning. We will detail the components that make up an MDP, including: the environment, the agent, the states of the environment, the actions the agent can take in the environment, and the rewards that may be given to the agent for its actions. Sources: Reinforcement Learning: An Introduction, Second Edition by Richard S. Sutton and Andrew G. Bartow http://incompleteideas.net/book/RLbook2020.pdf Playing Atari with Deep Reinforcement Learning by Deep Mind Technologies https://www.cs.toronto.edu/~vmnih/docs/dqn.pdf 🕒🦎 VIDEO SECTIONS 🦎🕒 00:00 Welcome to DEEPLIZARD - Go to deeplizard.com for learning resources 00:30 Help deeplizard add video timestamps - See example in the description 06:04 Collective Intelligence and the DEEPLIZARD HIVEMIND 💥🦎 DEEPLIZARD COMMUNITY RESOURCES 🦎💥 👋 Hey, we're Chris and Mandy, the creators of deeplizard! 👉 Check out the website for more learning material: 🔗 https://deeplizard.com 💻 ENROLL TO GET DOWNLOAD ACCESS TO CODE FILES 🔗 https://deeplizard.com/resources 🧠 Support collective intelligence, join the deeplizard hivemind: 🔗 https://deeplizard.com/hivemind 🧠 Use code DEEPLIZARD at checkout to receive 15% off your first Neurohacker order 👉 Use your receipt from Neurohacker to get a discount on deeplizard courses 🔗 https://neurohacker.com/shop?rfsn=6488344.d171c6 👀 CHECK OUT OUR VLOG: 🔗 https://youtube.com/deeplizardvlog ❤️🦎 Special thanks to the following polymaths of the deeplizard hivemind: Tammy Mano Prime Ling Li 🚀 Boost collective intelligence by sharing this video on social media! 👀 Follow deeplizard: Our vlog: https://youtube.com/deeplizardvlog Facebook: https://facebook.com/deeplizard Instagram: https://instagram.com/deeplizard Twitter: https://twitter.com/deeplizard Patreon: https://patreon.com/deeplizard YouTube: https://youtube.com/deeplizard 🎓 Deep Learning with deeplizard: Deep Learning Dictionary - https://deeplizard.com/course/ddcpailzrd Deep Learning Fundamentals - https://deeplizard.com/course/dlcpailzrd Learn TensorFlow - https://deeplizard.com/course/tfcpailzrd Learn PyTorch - https://deeplizard.com/course/ptcpailzrd Natural Language Processing - https://deeplizard.com/course/txtcpailzrd Reinforcement Learning - https://deeplizard.com/course/rlcpailzrd Generative Adversarial Networks - https://deeplizard.com/course/gacpailzrd 🎓 Other Courses: DL Fundamentals Classic - https://deeplizard.com/learn/video/gZmobeGL0Yg Deep Learning Deployment - https://deeplizard.com/learn/video/SI1hVGvbbZ4 Data Science - https://deeplizard.com/learn/video/d11chG7Z-xk Trading - https://deeplizard.com/learn/video/ZpfCK_uHL9Y 🛒 Check out products deeplizard recommends on Amazon: 🔗 https://amazon.com/shop/deeplizard 🎵 deeplizard uses music by Kevin MacLeod 🔗 https://youtube.com/channel/UCSZXFhRIx6b0dFX3xS8L1yQ ❤️ Please use the knowledge gained from deeplizard content for good, not evil.