Length2h 22m
About this audiobook
AI Quantitative Methods explores the essential mathematical and statistical foundations underpinning artificial intelligence, progressing through machine learning fundamentals to advanced quantitative techniques and practical applications. The book begins with foundational topics such as linear algebra, probability, optimization, and information theory, providing the rigorous tools necessary to understand AI models. It then dives into core machine learning concepts, including supervised and unsupervised learning, evaluation metrics, probabilistic models, and deep learning architectures, emphasizing the quantitative reasoning behind algorithm design and performance assessment.
The advanced section addresses specialized topics like Bayesian machine learning, time series forecasting, reinforcement learning, causal inference, and game theory, highlighting how quantitative methods facilitate robust AI solutions in complex, dynamic environments. The final part connects theory with real-world applications across natural language processing, computer vision, financial modeling, operations research, and ethics in AI. It shows how quantitative techniques optimize decision-making, improve predictive accuracy, and ensure fairness and explainability in AI systems.
Throughout, the book emphasizes detailed mathematical formulations and algorithmic insights without unnecessary introductions or summaries, targeting readers seeking deep technical understanding. By blending theory with practical examples, it equips data scientists, AI researchers, and quantitative analysts with the tools to develop, evaluate, and deploy AI systems effectively across diverse domains.
Audiobook details
GenreEducation and Learning, Self-Help
Length2 hrs 22 mins
Narrated byListen with 1,000+ voices
FormateBook with Audio
Publish dateMay 30, 2025
LanguageEnglish
Table of contents
1Part I: Foundations
2Chapter 1: Introduction to Quantitative Analysis
3Part I: Foundations
4Chapter 2: Artificial Intelligence in Finance
5Chapter 3: Mathematics and Statistics for AI Models
Show all chaptersShow less
6Chapter 4: Supervised Learning for Financial Prediction
7Chapter 7: Reinforcement Learning in Trading and Portfolio Management
8Chapter 8: Natural Language Processing for Financial Text
9Chapter 9: Generative AI in Quantitative Research
10Chapter 10: Explainable AI and Model Interpretability
11Chapter 11: AI for Risk Management and Compliance
12Chapter 12: Programming and Tools for AI-Driven Quant Models
13Chapter 13: Data Acquisition and Processing
14Chapter 14: Deployment and Productionalization of AI Models
15Chapter 15: Ethical Considerations and Future of AI in Quant
Study Guide for Exam 77-730Anand Vemula3h 6m$16
DP-420 Designing and Implementing Cloud-Native Applications Using Microsoft Azure Cosmos DB Certification Exam GuideAnand Vemula2h 36m$13
DP-500 Designing and Implementing Enterprise-Scale Analytics Solutions Using Microsoft Azure and Microsoft Power BI Exam GuideAnand Vemula2h 8m$13
Study Guide - Microsoft Office Specialist: Word Expert (Microsoft 365 Apps) - MO 111Anand Vemula1h 45m$11
AZ-600 Configuring and Operating a Hybrid Cloud with Microsoft Azure Stack Hub Study GuideAnand Vemula2h 24m$12
Study Guide -Exam 77-727: Microsoft Excel 2016Anand Vemula1h 28m$16
Study Guide -Microsoft Office Specialist Excel Expert (Office 2019) - Exam MO-201Anand Vemula1h 33m$13
Microsoft Office Specialist Excel Expert ( Office 2016 ) Exam 77-728 Study GuideAnand Vemula1h 43m$13
Study Guide MO-500 Certification Exam Microsoft Access Expert ( Office 2019)Anand Vemula2h 36m$16
Study Guide for the Microsoft Office SpecialistAnand Vemula1h 35m$13
Study Guide Microsoft Office Specialist - Excel Associate (Office 2019)Anand Vemula1h 47m$13
Study Guide Microsoft Office Specialist 77-729Anand Vemula1h 39m$12
Introduction to Agentic AIAnand Vemula1h 36m$16
Mastering Agentic AIAnand Vemula1h 37m$14
Study Guide for Microsoft Office Specialist: PowerPoint Associate (Microsoft 365 Apps) MO-310Anand Vemula1h 2m$10
AZ-720 Troubleshooting Microsoft Azure Connectivity Study GuideAnand Vemula2h 1m$12
200-301 CCNA (Cisco Certified Network Associate) Study GuideAnand Vemula2h 47m$16
Study Guide Cisco Certified Design Expert (CCDE 400-007) ExamAnand Vemula2h 19m$13
Study Guide Cisco 300-515 SPVI Implementing Cisco Service Provider VPN Services Certification ExamAnand Vemula1h 15m$13
300-710 SNCF Securing Networks with Cisco Firewalls Study GuideAnand Vemula2h 57m$13
A Brief History of IntelligenceMax S. Bennett12h 18m4.6 (6.6K)$29 · $0.00
HomeschooledStefan Merrill Block7h 10m3.6 (18.5K)$28 · $0.00
Parents and Children (Annotated)Charlotte Mason9h 23m4.6 (988)$2 · $0.00
Children Under FireJohn Woodrow Cox10h 17m4.5 (1.6K)$29 · $0.00
The State Must ProvideAdam Harris7h 15m4.5 (775)$24 · $0.00
The Call of the Wild and FreeAinsley Arment9h 7m4.4 (21.2K)$29 · $0.00
The Freelance WayRobert Vlach19h 48m4.5 (528)$40 · $0.00
Race to the BottomLuke Rosiak9h 20m4.5 (600)$29 · $0.00
They Came for the SchoolsMike Hixenbaugh9h 5m4.5 (2.6K)$8 · $0.00
Find Me UnafraidKennedy Odede, Jessica Posner11h 11m4.5 (2.7K)$29 · $0.00
Asking for ItKate Harding8h 55m4.4 (5.3K)$20 · $0.00
Defining Moments in Black HistoryDick Gregory7h 37m4.4 (6K)$26 · $0.00
The Emerald Tablets of Thoth the AtlanteanMaurice Doreal3h 4m4.4 (8.8K)$6 · $0.00
Learning AmericaLuma Mufleh6h 37m4.4 (564)$24 · $0.00
Math-ishJo Boaler7h 21m4.4 (588)$24 · $0.00
It Worked For MeColin Powell7h 42m4.3 (9.8K)$26 · $0.00
Little SoldiersLenora Chu11h 30m4.3 (3.1K)$29 · $0.00
Financial FeministTori Dunlap8h 3m4.2 (22.2K)$8 · $0.00
Grammar-land; Or, Grammar in Fun for the Children of Schoolroom-shireM. L. Nesbitt2h 36m4.4 (487)$1 · $0.00
DarkwaterWilliam Edward Burghardt Du Bois6h 40m4.3 (1.4K)$11 · $0.00
Learning to PrayJames Martin13h 24m4.5 (3.4K)$33 · $0.00
The Dangerous Truth about Today’s MarijuanaLaura Stack CSP, MBA9h 57m4.7 (385)$20 · $0.00
The Gospel according to Spiritualism (Translated)Allan Kardec14h 39m4.6 (3.9K)$5.70 · $0.00
Birdie & HarlowTaylor Wolfe7h 50m4.6 (6.5K)$26 · $0.00
CrossroadsKaleb Dahlgren7h 56m4.6 (4.9K)$26 · $0.00
Life on the BridgeKaelynn Partlow5h 40m4.6 (1.1K)$24 · $0.00
Keep Your Love OnDanny Silk9h 4m4.6 (8.1K)$10 · $0.00
The Tao of Joy Every DayDerek Lin10h 24m4.6 (762)$20 · $0.00
UndividedVicky Beeching9h 2m4.6 (1.3K)$29 · $0.00
HE CAN WHO THINKS HE CAN & OTHER BOOKS ON SUCCESSOrison Swett Marden5h 54m4.6 (1.2K)$1.99 · $0.00
Level UpRob Dial7h 42m4.6 (3.3K)$26 · $0.00
Burn the HaystackJennie Young, PhD9h 30m4.6 (543)$29 · $0.00
ACRES OF DIAMONDS: Our Every-day Opportunities (Wisdom & Empowerment Series) (Annotated)Russell Conwell2h 26m4.6 (1K)$2 · $0.00
Good InsideBecky Kennedy9h 55m4.5 (59.3K)$29 · $0.00
The Lost VoiceGreta Morgan8h 30m4.7 (285)$26 · $0.00
Stripped DownBunnie Xo8h 25m4.5 (32.9K)$26 · $0.00
UnthinkableJamie Raskin15h 8m4.5 (9.3K)$8 · $0.00
Wallace D. Wattles Ultimate Collection Wallace D. Wattles16h 53m4.6 (1.3K)$1 · $0.00
Inquire WithinIn-Q2h 18m4.6 (993)$16 · $0.00
Under His WingsEmily Compagno7h 16m4.6 (848)$22 · $0.00
You may also like
ITIL Foundation Essentials ITIL 4 Edition - The ultimate revision guide, second editionClaire Agutter1h 12m4.2 (462)$27 · $0.00
AutonomyLawrence D. Burns, Christopher Shulgan11h 21m4.1 (1.1K)$29 · $0.00
Everyone’s Talking About AI, and I Don’t Know Where to Start - How to Use AI for Everyday Tasks, Check Its Answers, and Keep Thinking for YourselfMax Paradox4h 12m4.9 (18)$7.70 · $0.00
12 Smart-Device AI ProjectsDesmond Whitlock7h 52m$5
AI Money MachineSara Melo1h 31m$1.80 · $0.00
Build AI Agents with FlowiseCyrus Fontaine8h 1m$5
Warehouse Logistic ManagementAnamelissa Montenegro Cordero, Andrés Castellanos Ramírez5h 31m$6 · $0.00
T-SQL Worth KnowingIngrid Pereira7h 53m$5 · $0.00
Affiliate Marketing: The Ultimate Guide to Starting Your Online Business (Affiliate Marketing Explained Affiliate Marketing Course Affiliate Marketing Strategies)William Ramsey3h 25m$3.50 · $0.00
Build AI Voice AssistantsVera Grimaldi7h 53m$5
Artificial Intelligence for Business StrategyTheo Riven3h 11m$5
LEICA Q3 43 MASTERY GUIDEMichael J. Frame20h 28m$11.50 · $0.00
On-Device AI: The Complete TinyML Guide for DevelopersCaroline Lennox3h 22m$4 · $0.00
Unlocking AI For Everyday UseJasper Livingstone6h 4m$9
Introduction to AI and Machine LearningDisrupt.co.nz1h 23m$1.20 · $0.00
Edge-AI-Engineering Wie man Künstliche Intelligenz am Netzwerkrand Aufbaut, Bereitstellt und OptimiertSloane Garrett6h 33m$13 · $0.00
Final Cut Pro 12 User HanbookPaula J. Melancon6h 46m$17.50
Artificial Intelligence for Web DevelopmentJaxen Holt, Nadia Valentine4h 5m$6
AI for Financial AnalysisRenata Holloway8h 5m$5 · $0.00
AWS from Zero to ProductionLena Kessler7h 52m$5 · $0.00