کتاب های موجود در دسته بندی یادگیری ماشین

Computational Learning Theory: Third European Conference, EuroCOLT '97 Jerusalem, Israel, March 17–19, 1997 Proceedings
Published on: 1997
Beginner Machine Learning English

This book constitutes the refereed proceedings of the Third European Conference on Computational Learning Theory, EuroCOLT'97, held in Jerusalem, Israel, …
Advanced Data Mining Techniques
Published on: 2008
Unordered Machine Learning English

Data Mining Machine Learning Algorithms Predictive Models Knowledge Discovery
Gaussian Processes for Machine Learning
Published on: 2006
Beginner Machine Learning English

A comprehensive and self-contained introduction to Gaussian processes, which provide a principled, practical, probabilistic approach to learning in kernel machines.
COMPSTAT 2006 - Proceedings in Computational Statistics: 17th Symposium Held in Rome, Italy, 2006
Published on: 2006
Beginner Machine Learning English

The book provides new developments in data analysis and statistical multivariate methods, computational statistics and algorithms, including new topics which …

computational statistics symposium proceedings Rome
A computational approach to statistics
Published on: 2006
Beginner Machine Learning English

statistics computation data algorithms modeling
Bayesian Core: A Practical Approach to Computational Bayesian Statistics (Springer Texts in Statistics)
Published on: 2007
Beginner Machine Learning English

I bought this book a while ago for self-study (before the reviews saying "not good for self-study") but my attempt …

Bayesian Statistics Computational Inference Analysis
Computer Vision: Algorithms and Applications (Texts in Computer Science)
Published on: 2010
Beginner Machine Learning English

Computer Vision: Algorithms and Applications explores the variety of techniques commonly used to analyze and interpret images. It also describes …
Statistical Methods for Machine Learning
Published on: 0
Beginner Machine Learning English

statistics machine learning algorithms data analysis modeling
Introduction to Statistical and Machine Learning Methods for Data Science
Published on: 2021
Beginner Machine Learning English

Boost your understanding of data science techniques to solve real-world problems Data science is an exciting, interdisciplinary field that extracts …

Statistics MachineLearning DataScience Algorithms Methods
Multivariate Statistical Machine Learning Methods for Genomic Prediction
Published on: 2022
Beginner Machine Learning English

This book is open access under a CC BY 4.0 licenseThis open access book brings together the latest genome base …

Genomics Machine Learning Prediction Statistics Multivariate
Modeling Infectious Diseases in Humans and Animals
Published on: 2007
Beginner Machine Learning English

For epidemiologists, evolutionary biologists, and health-care professionals, real-time and predictive modeling of infectious disease is of growing importance. This book …

epidemiology modeling dynamics transmission prediction
Hands-on Machine Learning with Python: Implement Neural Network Solutions with Scikit-learn and PyTorch
Published on: 2022
Intermediate Machine Learning English

Python Neural Networks Scikit-learn PyTorch Hands-on
Optimal Adaptive Control and Differential Games by Reinforcement Learning Principles
Published on: 2013
Beginner Machine Learning English

Adaptive controllers and optimal controllers are two distinct methods for the design of automatic control systems. Adaptive controllers learn online …

Adaptive Control Reinforcement Learning Games
Distributed Machine Learning and Gradient Optimization
Published on: 2022
Beginner Machine Learning English

This book presents the state of the art in distributed machine learning algorithms that are based on gradient optimization methods. …
2D Computer Vision: Principles, Algorithms and Applications
Published on: 2023
Beginner Machine Learning English

This special compendium introduces the basic principles, typical methods and practical techniques of 2D computer vision. The volume comprehensively covers …
Doing Bayesian Data Analysis: A Tutorial with R, JAGS, and Stan
Published on: 2014
Beginner Machine Learning English

There is an explosion of interest in Bayesian statistics, primarily because recently created computational methods have finally made Bayesian analysis …

Bayesian Data Analysis R JAGS Stan
The Art of Statistics: How to Learn From Data
Published on: 2019
Beginner Machine Learning English

The definitive guide to statistical thinkingStatistics are everywhere, as integral to science as they are to business, and in the …

Statistics Data Analysis Interpretation Learning
Probabilistic Methods for Bioinformatics: with an Introduction to Bayesian Networks
Published on: 2009
Beginner Machine Learning English

This book really helps in bridging formalism to understanding by providing lots of examples and walking through the examples. It's …

Bayesian Bioinformatics Probabilistic Networks Algorithms
Optimization for Data Analysis
Published on: 2022
Beginner Machine Learning English

Optimization techniques are at the core of data science, including data analysis and machine learning. An understanding of basic optimization …

optimization algorithms data analysis techniques
Machine Learning and Data Mining for Sports Analytics: 9th International Workshop, MLSA 2022, Grenoble, France, September 19, 2022, Revised Selected Papers
Published on: 2023
Beginner Machine Learning English

This book constitutes the refereed proceedings of the 9th International Workshop on Machine Learning and Data Mining for Sports Analytics, …

Machine Learning Data Mining Sports Analytics Workshop MLSA 2022
Machine Learning and Data Mining for Sports Analytics: 8th International Workshop, MLSA 2021, Virtual Event, September 13, 2021, Revised Selected ... in Computer and Information Science)
Published on: 2022
Beginner Machine Learning English

This book constitutes the refereed post-conference proceedings of the 8th International Workshop on Machine Learning and Data Mining for Sports …

Machine Learning Data Mining Sports Analytics MLSA 2021 Computer Science
Machine Learning and Data Mining for Sports Analytics: 10th International Workshop, MLSA 2023, Turin, Italy, September 18, 2023, Revised Selected Papers
Published on:
Beginner Machine Learning English

Machine Learning Data Mining Sports Analytics MLSA 2023 Turin
Practical Machine Learning with Python: A Problem-Solver’s Guide to Building Real-World Intelligent Systems
Published on: 2017
Beginner Machine Learning English

Master the essential skills needed to recognize and solve complex problems with machine learning and deep learning. Using real-world examples …
Network-Based Distributed Planning Using Coevolutionary Algorithms (Intelligent Control and Intelligent Automation - Vol. 13)
Published on: 2004
Beginner Machine Learning English

In this book, efficient and scalable coevolutionary algorithms for distributed, network-based decision-making, which utilize objective functions are developed in a …
Science Fiction and Philosophy: From Time Travel to Superintelligence
Published on: 2009
Beginner Machine Learning English

A timely volume that uses science fiction as a springboard to meaningful philosophical discussions, especially at points of contact between …
The Singularity Is Near: When Humans Transcend Biology
Published on: 2005
Advanced Machine Learning English

His first book "Age of Spiritual machines" was great. This was a great follow up."

Futurism Transcendence AI Technology Evolution
An Introduction to Machine Learning
Published on: 2015
Beginner Machine Learning English

This book presents basic ideas of machine learning in a way that is easy to understand, by providing hands-on practical …
Multiagent Systems: A Modern Approach to Distributed Artificial Intelligence
Published on: 2000
Beginner Machine Learning English

Humans Need Not Apply: A Guide to Wealth and Work in the Age of Artificial Intelligence
Published on: 2015
Beginner Machine Learning English

After billions of dollars and fifty years of effort, researchers are finally cracking the code on artificial intelligence. As society …

Artificial Intelligence Future of Work Wealth Automation Employment
Computational Imaging and Analytics in Biomedical Engineering: Algorithms and Applications (AAP Series on Digital Signal Processing, Computer Vision and Image Processing)
Published on: 2024
Beginner Machine Learning English

This new book focuses on mathematical and numerical methods for medical images and data. The book presents the various mathematical …
Computational Learning Theory: 14th Annual Conference on Computational Learning Theory, COLT 2001 and 5th European Conference on Computational Learning Theory, EuroCOLT 2001 Amsterdam, The Netherlands, July 16–19, 2001 Proceedings
Published on: 2001
Beginner Machine Learning English

This book constitutes the refereed proceedings of the 14th Annual and 5th European Conferences on Computational Learning Theory, COLT/EuroCOLT 2001, …
برگزیده
Machine Learning with Python Cookbook, 2nd Edition (6th Early Release)
Published on: 2023
Intermediate Machine Learning English

This practical guide provides more than 200 self-contained recipes to help you solve Machine Learning challenges you may encounter in …

Python Machine Learning Cookbook Data Science Solutions
Machine learning with Go: implement regression, classification, clustering, time-series models, neural networks, and more using the Go programming language
Published on: 2017
Unordered Machine Learning English

Go Machine Learning Regression Clustering Neural Networks
Building Machine Learning Systems with Python
Published on: 2013
Beginner Machine Learning English

Master the art of machine learning with Python and build effective machine learning systems with this intensive hands-on guide Overview …

Python Machine Learning Algorithms Data Analysis Practical
Computational learning theory and natural learning systems - Making Learning Systems Practical
Published on: 1997
Beginner Machine Learning English

This is the fourth and final volume of papers from a series of workshops called "Computational Learning Theory and 'Natural' …
Robot Path Planning and Cooperation. Foundations, Algorithms and Experimentations
Published on: 2018
Beginner Machine Learning English

Bayesian networks and decision graphs
Published on: 2007
Beginner Machine Learning English

Probabilistic graphical models and decision graphs are powerful modeling tools for reasoning and decision making under uncertainty. As modeling languages …
Liner Ship Fleet Planning. Models and Algorithms
Published on: 2017
Beginner Machine Learning English

Liner Ship Fleet Planning: Models and Algorithms systematically introduces the latest research on modeling and optimization for liner ship fleet …
Multi-Objective Optimization Using Evolutionary Algorithms
Published on: 2001
Beginner Machine Learning English

Markov chains : from theory to implementation and experimentation
Published on: 2017
Beginner Machine Learning English


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یادگیری ماشین: گامی به سوی آینده

در بخش "یادگیری ماشین" فروشگاه آنلاین کتاب Refhub.ir، شما به دنیایی از کتاب‌ها و منابع آموزشی دسترسی خواهید داشت که به شما کمک می‌کند تا عمق مفاهیم و کاربردهای یادگیری ماشین را درک کنید و مهارت‌های خود را ارتقا دهید. با استفاده از این کتاب‌ها، می‌توانید پایه‌های قوی در این حوزه بسازید و از تکنیک‌ها و الگوریتم‌های پیشرفته برای حل مسائل پیچیده بهره گیرید.

مبانی یادگیری ماشین

یادگیری ماشین یکی از شاخه‌های مهم و پرکاربرد در علم کامپیوتر و هوش مصنوعی است که به سیستم‌ها امکان می‌دهد تا بدون نیاز به برنامه‌نویسی صریح، از تجربیات خود یاد بگیرند و بهبود پیدا کنند. کتاب‌های این دسته بندی شامل آثاری هستند که به وارد شدن در دنیای یادگیری ماشین و درک اصول اولیه آن پرداخته‌اند. نویسندگان برتر این عرصه، مفاهیم اولیه مانند رگرسیون، طبقه‌بندی، و کاهش ابعاد را با زبانی ساده و قابل فهم توضیح می‌دهند.

الگوریتم‌های پیشرفته و تکنیک‌ها

با پیشرفت تکنولوژی و افزایش داده‌های در دسترس، استفاده از الگوریتم‌های پیچیده‌تر و تکنیک‌های مدرن برای استخراج اطلاعات مفید از داده‌ها بیش از پیش ضروری شده است. در این بخش، کتاب‌هایی را خواهید یافت که به بررسی دقیق الگوریتم‌های پیشرفته مانند شبکه‌های عصبی، یادگیری عمیق، و بینایی ماشین می‌پردازند. این منابع برای افرادی که به دنبال فهم عمیق‌تر و به کارگیری روش‌های پیچیده‌تر هستند، بسیار مناسب می‌باشند.

کاربردهای عملی و تجاری

استفاده از یادگیری ماشین در صنایع مختلف سبب ایجاد تغییرات شگرفی در مسیر کسب و کارها شده است. از حوزه‌های پزشکی و مالی گرفته تا خرده‌فروشی و تولید، یادگیری ماشین موجب بهینه‌سازی فرآیندها و بهبود تصمیم‌گیری‌ها می‌شود. کتاب‌های کاربردی این دسته‌بندی به شما نشان می‌دهند که چگونه می‌توانید یادگیری ماشین را در مسائل واقعی پیاده‌سازی کرده و از قدرت آن برای بهبود کارایی و نوآوری در کسب‌وکار خود استفاده کنید.

راهنمایی و منابع آموزشی

برای فراگیری و بهره‌گیری مؤثر از مفاهیم و تکنیک‌های یادگیری ماشین، داشتن منابع آموزشی مناسب امری ضروری است. در این قسمت، کتاب‌های آموزشی جامعی را خواهید یافت که به شما کمک می‌کنند تا از سطح مبتدی تا پیشرفته ارتقا یابید و مهارت‌های خود را در این زمینه بهبود بخشید. این کتاب‌ها شامل تمرین‌ها و پروژه‌های کاربردی متنوعی هستند که شما را در راه یادگیری تجربه محور یاری می‌دهند.

نتیجه‌گیری

یادگیری ماشین، به عنوان یکی از پایه‌های اصلی فناوری‌های نوظهور، نقش حیاتی در شکل‌دهی آینده علمی و صنعتی ایفا می‌کند. با تهیه کتاب‌های موجود در این دسته‌بندی، شما می‌توانید قدم بزرگی در جهت یادگیری و فهم هرچه بیشتر این علم بردارید. از کتاب‌های مرجع و مبانی گرفته تا موضوعات پیشرفته، همه در یکجا برای شما گردآوری شده است.