Expected Return - What Drives a Reinforcement Learning Agent in an MDP скачать в хорошем качестве

Expected Return - What Drives a Reinforcement Learning Agent in an MDP

💡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're going to build on the way we think about the cumulative rewards that an agent receives in a Markov decision process and introduce the important concept of return. We'll see that the return is exactly what's driving the agent to make the decisions it makes. We'll also introduce the idea of episodes and talk about episodic tasks vs. continuing tasks. Sources: Reinforcement Learning: An Introduction, Second Edition by Richard S. Sutton and Andrew G. Bartow http://incompleteideas.net/book/RLboo... Playing Atari with Deep Reinforcement Learning by Deep Mind Technologies https://www.cs.toronto.edu/~vmnih/doc... 🕒🦎 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 06:18 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=648... 👀 CHECK OUT OUR VLOG: 🔗    / 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:    / deeplizardvlog   Facebook:   / deeplizard   Instagram:   / deeplizard   Twitter:   / deeplizard   Patreon:   / deeplizard   YouTube:    / 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/txtcpai... 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/gZ... Deep Learning Deployment - https://deeplizard.com/learn/video/SI... Data Science - https://deeplizard.com/learn/video/d1... Trading - https://deeplizard.com/learn/video/Zp... 🛒 Check out products deeplizard recommends on Amazon: 🔗 https://amazon.com/shop/deeplizard 🎵 deeplizard uses music by Kevin MacLeod 🔗    / @incompetech_kmac   ❤️ Please use the knowledge gained from deeplizard content for good, not evil.