Length7h 56m
About this audiobook
Reinforcement Learning: A Practical Guide to Algorithms delves into the impactful world of reinforcement learning, a key branch of AI. Spanning over five decades, reinforcement learning has significantly advanced AI, offering solutions for planning, budgeting, and strategic decision-making. This book provides a comprehensive understanding of reinforcement learning, focusing on building smart models and agents that adapt to changing requirements.
We cover fundamental and advanced topics, including value-based methods like UCB, SARSA, and Q-learning, as well as function approximation techniques. Additionally, we explore artificial neural networks, LSTD, gradient methods, emphatic TD methods, average reward methods, and policy gradient methods.
With clear explanations, diagrams, and examples, this book ensures that readers can grasp and apply reinforcement learning algorithms to real-world problems effectively. By the end, you will have a solid foundation in both theoretical and practical aspects of reinforcement learning.
Audiobook details
GenreTechnology, Science and Nature
Length7 hrs 56 mins
Narrated byListen with 1,000+ voices
FormateBook with Audio
Publish dateJan 3, 2025
LanguageEnglish
Table of contents
1Part-1
2Tabular Solution Methods
3Part-2
4Approximate Solution Methods
5Chapter 1. Introduction
Mostrar todos os capítulosVer menos
61.1 Reinforcement Learning
71.2 Examples
81.3 Elements of RL
91.4 Applications of RL
101.5 Summary
111.6 Questions
12Chapter 2. Multi-arm Bandits
132.1 An n-armed bandit problem
142.2 Action-value methods
152.3 Incremental implementation
162.4 Tracking a nonstationary problem
172.5 Optimistic Initial Values
182.6 Upper-Confidence-Bound-Action Selection
192.7 Gradient Bandit Algorithms
202.8 Associative Search (Contextual Bandits)
212.9 Summary
222.10 Questions
23Chapter 3. Solving Problems with Dynamic Programming
243.1 MDP
253.2 Categorizing RL algorithms
263.3 Dynamic Programming
273.4 Summary
283.5 Questions
29Chapter 4. Monte Carlo Methods
304.1 Monte Carlo prediction
314.2 Monte Carlo estimation of action values
324.3 Monte Carlo Control
334.4 Monte Carlo Control without Exploring
34Starts
354.5 Off policy Prediction via Importance Sampling
364.6 Incremental Implementation
374.7 Off-policy MC Control
384.8 Discounting-aware Importance sampling
394.9 Per-decision Importance Sampling
404.10 Summary
414.11 Questions
42Chapter 5. Temporal-Difference Learning
435.1 TD Prediction
445.2 Advantages of TD Prediction methods
455.3 Optimality of TD(0)
465.4 SARSA: On-policy TD Control
475.5 Q-learning: off-policy TD Control
485.6 Expected SARSA
495.7 Maximization Bias and Double Learning
505.7 Summary
More from Trilokesh Khatri
When the Heavens Went on SaleAshlee Vance18h 20m4.4 (3K)$40 · $0.00
Everybody Has a Podcast (Except You)Justin McElroy, Travis McElroy, Griffin McElroy5h 9m4.3 (2.3K)$24 · $0.00
Hands of TimeRebecca Struthers8h 8m4.4 (1.3K)$26 · $0.00
Never Lost AgainBill Kilday10h 1m4.4 (805)$29 · $0.00
How the Internet HappenedBrian McCullough13h 28m4.3 (2.7K)$23 · $0.00
Collected Writings of Nikola TeslaNikola Tesla, Thomas Commerford Martin21h 50m4.3 (1.7K)$1 · $0.00
Just AspireAjai Chowdhry9h 13m4.4 (260)$29 · $0.00
The Little Book of AliensAdam Frank8h 20m4.3 (1.3K)$26 · $0.00
The inventions, researches and writings of Nikola Tesla (Annotated)Thomas Commerford Martin16h 59m4.3 (1.3K)$2 · $0.00
KargilV.P. Malik15h 18m4.3 (2K)$24 · $0.00
Experiments with Alternating CurrentsNikola Tesla9h 16m4.3 (874)$1.99 · $0.00
Fire on the HorizonTom Shroder, John Konrad8h 23m4.3 (858)$26 · $0.00
The Smell of Kerosene (Annotated)National Aeronautics and Space Administration, Donald L. Mallick, Peter W. Merlin11h 32m4.3 (523)$2 · $0.00
The Boy Who Harnessed the WindWilliam Kamkwamba, Bryan Mealer10h 5m4.2 (78.9K)$29 · $0.00
Across the Airless WildsEarl Swift10h 8m4.3 (1.3K)$29 · $0.00
Console WarsBlake J. Harris20h 41m4.2 (13.7K)$46 · $0.00
Improvised Munitions HandbookU.S. Department of Defense4h 49m4.3 (1.6K)$1.99 · $0.00
Escaping GravityLori Garver10h 54m4.2 (2.2K)$20 · $0.00
Wireless WarsJonathan Pelson8h 2m4.3 (418)$20 · $0.00
Let There Be WaterSeth M. Siegel8h 36m4.2 (2.3K)$20 · $0.00
A Brief History of IntelligenceMax S. Bennett12h 18m4.6 (6.6K)$29 · $0.00
The Story of BirdsSteve Brusatte11h 49m4.6 (401)$29 · $0.00
Craig & FredCraig Grossi8h 6m4.5 (9.6K)$26 · $0.00
Celebrating BirdsNatalia Rojas, Ana Maria Martinez6h 47m4.6 (330)$24 · $0.00
Saving JemimaJulie Zickefoose4h 59m4.5 (749)$20 · $0.00
Will's Red CoatTom Ryan8h 23m4.5 (2.3K)$26 · $0.00
Of Time and TurtlesSy Montgomery10h 34m4.5 (5K)$29 · $0.00
Zen and the Art of Saving the PlanetThich Nhat Hanh9h 20m4.5 (3.9K)$29 · $0.00
BLACK BEAUTY (With Original Illustrations)Anna Sewell7h 31m4.5 (1.3K)$1.99 · $0.00
Bottle of LiesKatherine Eban14h 25m4.4 (12K)$33 · $0.00
IngrainedCallum Robinson8h 10m4.5 (1.1K)$26 · $0.00
The Lion Tracker's Guide To LifeBoyd Varty3h 1m4.4 (4.8K)$18 · $0.00
Born for LoveBruce D. Perry, Maia Szalavitz11h 42m4.4 (4K)$29 · $0.00
The Mountains of California (With Original Drawings & Photographs) (Annotated)John Muir11h 35m4.5 (1.1K)$2 · $0.00
The New GuysMeredith Bagby16h 50m4.4 (1.2K)$40 · $0.00
Blue PasturesMary Oliver3h 23m4.4 (3.8K)$18 · $0.00
The Rise and Reign of the MammalsSteve Brusatte13h 26m4.4 (11.1K)$33 · $0.00
VaccinatedPaul A. Offit8h 30m4.4 (3.7K)$26 · $0.00
The Light EatersZoë Schlanger10h 57m4.4 (22.8K)$29 · $0.00
Where the Lost Dogs GoSusannah Charleson11h 7m4.5 (699)$23 · $0.00
You may also like
Collected Writings of Nikola TeslaThomas Commerford Martin, Nikola Tesla19h 42m4.4 (2.8K)$1.99 · $0.00
The In-Car-Nation CodeDr. Engelbert Wimmer20h 15m$21 · $0.00
The AI Operations PlaybookJasper Livingstone5h 17m$11.50 · $0.00
Signal Processing for Electrical EngineersHelen Marchetti12h 6m$80
No-Code AI AgentsVincent Abara7h 37m$5 · $0.00
Artificial IntelligenceJ.C.Lesko2h 43m$15 · $0.00
RepluggedSatnam Bains13h 47m$14 · $0.00
Artificial Intelligence for Workflow AutomationTheo Riven3h 25m$5
Automatisierte Textklassifizierung Wie man Dokumente, Tickets und Nachrichten mit überwachtem Lernen automatisch kategorisiertSloane Garrett7h 40m$10.20 · $0.00
Eft Investing: A Comprehensive Guide to Researching and Investing (The Intelligent Investor's Guide to Using Free Online Stock Screeners to Find Winning Stocks)Matthew Nagel2h 7m$3.50 · $0.00
Disturbance rejection control for bipedal robot walkersJaime Arcos Legarda4h 24m$7 · $0.00
Edge-AI-Engineering Wie man Künstliche Intelligenz am Netzwerkrand Aufbaut, Bereitstellt und OptimiertSloane Garrett6h 33m$13 · $0.00
Neural Networks Without PythonPaloma Iqbal7h 29m$5 · $0.00
AI-Proof Your Career: Navigating the Future with ConfidenceJasper Livingstone7h 11m$6.90
CLAUDE CODE MASTERY 2026Smart Alden6h 5m$8.50 · $0.00
Build AI Voice AssistantsVera Grimaldi7h 53m$5
Master AiHenrique Xavier Oliveira2h 5m$6 · $0.00
FAA PART 107 DRONE STUDY GUIDE 2026/2027Adrian Hartwell10h 49m$10
Chatgpt Complete GuideJoaquin Gener1h 23m$6 · $0.00
The 9 AI Powers: How to Build Digital Wealth in 2025Yasin Ali 1h 41m4.7 (12) Only with Ultra