Optimization For Machine Learning

Multidimensional Particle Swarm Optimization for Machine Learning and Pattern Recognition (Repost)

Multidimensional Particle Swarm Optimization for Machine Learning and Pattern Recognition by Serkan Kiranyaz
English | PDF | 2014 | 343 Pages | ISBN : 3642378455 | 18.48 MB

For many engineering problems we require optimization processes with dynamic adaptation as we aim to establish the dimension of the search space where the optimum solution resides and develop robust techniques to avoid the local optima usually associated with multimodal problems. This book explores multidimensional particle swarm optimization, a technique developed by the authors that addresses these requirements in a well-defined algorithmic approach.

Accelerated Optimization for Machine Learning: First-Order Algorithms  eBooks & eLearning

Posted by roxul at May 30, 2020
Accelerated Optimization for Machine Learning: First-Order Algorithms

Zhouchen Lin, "Accelerated Optimization for Machine Learning: First-Order Algorithms"
English | ISBN: 9811529094 | 2020 | 299 pages | PDF | 3 MB

Hyperparameter Optimization For Machine Learning  eBooks & eLearning

Posted by Sigha at April 19, 2023
Hyperparameter Optimization For Machine Learning

Hyperparameter Optimization For Machine Learning
Last updated 2/2023
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz
Language: English (US) | Size: 4.47 GB | Duration: 9h 56m

Learn grid and random search, Bayesian optimization, multi-fidelity models, Optuna, Hyperopt, Scikit-Optimize & more.

Hyperparameter Optimization for Machine Learning  eBooks & eLearning

Posted by lucky_aut at May 15, 2021
Hyperparameter Optimization for Machine Learning

Hyperparameter Optimization for Machine Learning
Duration: 7h 38m | .MP4 1280x720, 30 fps(r) | AAC, 44100 Hz, 2ch | 2.88 GB
Genre: eLearning | Language: English

Learn the approaches and tools to tune hyperparameters and improve the performance of your machine learning models.

Hyperparameter Optimization for Machine Learning (Update)  eBooks & eLearning

Posted by ELK1nG at June 7, 2021
Hyperparameter Optimization for Machine Learning (Update)

Hyperparameter Optimization for Machine Learning (Update)
MP4 | Video: h264, 1280x720 | Audio: AAC, 44100 Hz
Language: English | Size: 3.60 GB | Duration: 9h 26m

Learn the approaches and tools to tune hyperparameters and improve the performance of your machine learning models.
Machine Learning and Big Data Analytics Paradigms: Analysis, Applications and Challenges (Repost)

Machine Learning and Big Data Analytics Paradigms: Analysis, Applications and Challenges by Aboul Ella Hassanien
English | EPUB | 2021 | 640 Pages | ISBN : 3030593371 | 109.8 MB

This book is intended to present the state of the art in research on machine learning and big data analytics. The accepted chapters covered many themes including artificial intelligence and data mining applications, machine learning and applications, deep learning technology for big data analytics, and modeling, simulation, and security with big data. It is a valuable resource for researchers in the area of big data analytics and its applications.
Machine Learning and Big Data Analytics Paradigms: Analysis, Applications and Challenges

Machine Learning and Big Data Analytics Paradigms: Analysis, Applications and Challenges by Aboul Ella Hassanien
English | PDF | 2021 | 640 Pages | ISBN : 3030593371 | 24 MB

This book is intended to present the state of the art in research on machine learning and big data analytics. The accepted chapters covered many themes including artificial intelligence and data mining applications, machine learning and applications, deep learning technology for big data analytics, and modeling, simulation, and security with big data. It is a valuable resource for researchers in the area of big data analytics and its applications.

Optimization and Machine Learning  eBooks & eLearning

Posted by Free butterfly at July 29, 2023
Optimization and Machine Learning

Optimization and Machine Learning: Optimization for Machine Learning and Machine Learning for Optimization (Sciences: Computer Science; Operational Research and Decision) by Rachid Chelouah, Patrick Siarry
English | April 19, 2022 | ISBN: 1789450713 | 256 pages | MOBI | 6.04 Mb

Optimization in Machine Learning and Applications  eBooks & eLearning

Posted by AvaxGenius at March 25, 2020
Optimization in Machine Learning and Applications

Optimization in Machine Learning and Applications by Anand J. Kulkarni
English | EPUB | 2020 | 202 Pages | ISBN : 981150993X | 13.77 MB

This book discusses one of the major applications of artificial intelligence: the use of machine learning to extract useful information from multimodal data. It discusses the optimization methods that help minimize the error in developing patterns and classifications, which further helps improve prediction and decision-making. The book also presents formulations of real-world machine learning problems, and discusses AI solution methodologies as standalone or hybrid approaches. Lastly, it proposes novel metaheuristic methods to solve complex machine learning problems. Featuring valuable insights, the book helps readers explore new avenues leading toward multidisciplinary research discussions.
Coursera - Mathematics for Machine Learning Specialization by Imperial College London

Coursera - Mathematics for Machine Learning Specialization by Imperial College London
Video: .mp4 (1280x720) | Audio: AAC, 44100 kHz, 2ch | Size: 3.59 Gb | Materials: PDF
Genre: eLearning Video | Duration: 9h 26m | Language: English

Mathematics for Machine Learning. Learn about the prerequisite mathematics for applications in data science and machine learning.