Bayesian Reasoning and Machine Learning
Book Details
| Author | David Barber |
|---|---|
| Publisher | |
| Published Year | 2012 |
| Pages | 726 |
| Language | English |
| ISBN-10 | |
| ISBN-13 |
Bayesian Reasoning and Machine Learning by David Barber is a comprehensive textbook that introduces the principles of probabilistic modeling and inference using Bayesian methods. The book covers core topics such as graphical models, variational inference, Monte Carlo methods, and machine learning algorithms like HMMs and neural networks from a Bayesian perspective. It is designed for advanced undergraduates, graduate students, and professionals looking to build a deep understanding of the probabilistic foundations behind modern machine learning.
Recommended Books For You
Prepare for Interview
- JavaScript Interview Questions for 5+ Years Experience
- JavaScript Interview Questions for 2–5 Years Experience
- JavaScript Interview Questions for 1–2 Years Experience
- JavaScript Interview Questions for 0–1 Year Experience
- JavaScript Interview Questions For Fresher
- SQL Interview Questions for 5+ Years Experience
- SQL Interview Questions for 2–5 Years Experience
- SQL Interview Questions for 1–2 Years Experience
- SQL Interview Questions for 0–1 Year Experience
- SQL Interview Questions for Freshers
- Design Patterns in Python
- Dynamic Programming and Recursion in Python
- Trees and Graphs in Python
- Linked Lists, Stacks, and Queues in Python
- Sorting and Searching in Python
- Debugging in Python
- Unit Testing in Python
- Asynchronous Programming in PYthon
Tutorials
Follow us on Linkedin
Random Blogs
- Google’s Core Update in May 2020: What You Need to Know
- Convert RBG Image to Gray Scale Image Using CV2
- The Beginner’s Guide to Normalization and Denormalization in Databases
- AI & Space Exploration – AI’s Role in Deep Space Missions and Planetary Research
- How to Become a Good Data Scientist ?
- The Ultimate Guide to Machine Learning (ML) for Beginners
- Data Analytics: The Power of Data-Driven Decision Making
- Robotics & AI – How AI is Powering Modern Robotics
- Career Guide: Natural Language Processing (NLP)
- Generative AI - The Future of Artificial Intelligence
- Why to learn Digital Marketing?
- Understanding AI, ML, Data Science, and More: A Beginner's Guide to Choosing Your Career Path
- 5 Ways Use Jupyter Notebook Online Free of Cost
- Navigating AI Careers in 2025: Data Science, Machine Learning, Deep Learning, and More
- The Ultimate Guide to Starting a Career in Computer Vision
- Understanding SQL vs MySQL vs PostgreSQL vs MS SQL vs Oracle and Other Popular Databases
Datasets for Machine Learning
- Awesome-ChatGPT-Prompts
- Amazon Product Reviews Dataset
- Ozone Level Detection Dataset
- Bank Transaction Fraud Detection
- YouTube Trending Video Dataset (updated daily)
- Covid-19 Case Surveillance Public Use Dataset
- US Election 2020
- Forest Fires Dataset
- Mobile Robots Dataset
- Safety Helmet Detection
- All Space Missions from 1957
- OSIC Pulmonary Fibrosis Progression Dataset
- Wine Quality Dataset
- Google Audio Dataset
- Iris flower dataset