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
Show all chaptersShow less
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
ApolloCharles Murray, Catherine Bly Cox18h 15m$30
Improvised Weapons and Munitions - The Official U.S. Army ManualU.S. Department of the Army4h 38m$2 · $0.00
Frosty: The incredible true story of the boy from Doonside who became a Bathurst kingMark Winterbottom8h 9m$26 · $0.00
Cadillac Desert, Revised and Updated EditionMarc Reisner27h 56m$30
The Honey BusMeredith May9h 31m$25 · $0.00
Operation PedestalMax Hastings12h 29m$29 · $0.00
When the Heavens Went on SaleAshlee Vance18h 20m$40 · $0.00
Hands of TimeRebecca Struthers8h 8m5.0 (1)$26 · $0.00
Everybody Has a Podcast (Except You)Justin McElroy, Travis McElroy, Griffin McElroy5h 9m$24 · $0.00
The Collected WorksNikola Tesla50h 9m$1 · $0.00
Never Lost AgainBill Kilday10h 1m$29 · $0.00
How the Internet HappenedBrian McCullough13h 28m$23 · $0.00
Collected Writings of Nikola TeslaNikola Tesla, Thomas Commerford Martin21h 50m$1 · $0.00
Just AspireAjai Chowdhry9h 13m$29 · $0.00
The Little Book of AliensAdam Frank8h 20m$26 · $0.00
The inventions, researches and writings of Nikola Tesla (Annotated)Thomas Commerford Martin16h 59m$2 · $0.00
KargilV.P. Malik15h 18m$24 · $0.00
Fire on the HorizonTom Shroder, John Konrad8h 23m$26 · $0.00
The Smell of Kerosene (Annotated)National Aeronautics and Space Administration, Donald L. Mallick, Peter W. Merlin11h 32m$2 · $0.00
The Boy Who Harnessed the WindWilliam Kamkwamba, Bryan Mealer10h 5m$29 · $0.00
Vax FactsPaul Thomas MD, Deedee Hoover10h 26m$25
Life On Earth 40th Anniversary EditionSir David Attenborough12h 27m$29 · $0.00
BeyondStephen Walker15h 39m$33 · $0.00
A Brief History of IntelligenceMax S. Bennett12h 18m5.0 (1)$29 · $0.00
The Collected Works of John MuirJohn Muir95h 45m$2 · $0.00
LiftoffEric Berger9h 4m$29 · $0.00
Distant SkiesMelissa A. Priblo Chapman12h 39m$23
ApolloCharles Murray, Catherine Bly Cox18h 15m$30
The Story of BirdsSteve Brusatte11h 49m$29 · $0.00
Black Earth WisdomLeah Penniman11h 54m5.0 (1)$8 · $0.00
Crystals for BeginnersKaren Frazier3h 49m$20
What If? 10th Anniversary EditionRandall Munroe7h 29m$23
Nikola Tesla - Ultimate Collection: 70+ Scientific Works, Lectures & EssaysNikola Tesla48h 43m$2 · $0.00
Total Cat MojoJackson Galaxy10h 13m$23 · $0.00
Earth at NightNational Aeronautics and Space Administration2h 26m$1 · $0.00
My Life Among the UnderdogsTia Torres5h 51m$24 · $0.00
What It Takes to Save a LifeKwane Stewart6h$24 · $0.00
Pastoral SongJames Rebanks8h 35m$26 · $0.00
How Stella Learned to TalkChristina Hunger7h$24 · $0.00
Craig & FredCraig Grossi8h 6m$26 · $0.00
You may also like
The In-Car-Nation CodeDr. Engelbert Wimmer20h 15m$21 · $0.00
Artificial IntelligenceJ.C.Lesko2h 43m$15 · $0.00
RepluggedSatnam Bains13h 47m$14 · $0.00
Master AiHenrique Xavier Oliveira2h 5m$6 · $0.00
Chatgpt Complete GuideJoaquin Gener1h 23m$6 · $0.00
The AI RevolutionTorsten J. Koerting3h 11m$5 · $0.00
The Artificial AuthorSimone Aliprandi7h 42m$15 · $0.00
The Evolution of Technologythe Speech Resource Company9h 30m$20
The Future Ready OrganizationGyan Nagpal7h 44m$26 · $0.00
Me, My Customer, and AIHenrik Werdelin, Nicholas Thorne3h 41m$20
DriverlessHod Lipson, Melba Kurman9h 57m$20
Giant Brains, or, Machines That ThinkEdmund Callis Berkeley9h 21m$2.30
All About Science & Ask Science CollectionValerie Houston, Highlights for Children7h 15m$17
12 BytesJeanette Winterson9h$20
The Hidden Power of AI for Financial GrowthNora V. Halden3h 33m5.0 (1)$2.30 · $0.00
In Our Own ImageGeorge Zarkadakis13h 48m$23 · $0.00
Think, Focus, Grow RichRobert4h 38m$6 · $0.00
AutonomyLawrence D. Burns, Christopher Shulgan11h 21m$29 · $0.00
TelecosmGeorge Gilder11h 14m$21 · $0.00
The Definitive Guide To The World's Leading Artificial IntelligenceKael Novera6h 51m$8 · $0.00