Distributed Machine Learning Patterns - Image 1

£45.99

Manning Distributed Machine Learning Patterns

Name: Distributed Machine Learning Patterns
Brand: Manning
Price: 45.99 GBP
Availability: InStock

AI & Machine Learning

Price History & Forecast

Last 20 days • 20 data points (No recent data available)

Historical

Generating forecast...

Price Distribution

Price distribution over 20 days • 1 price levels

Days at Price

Price Analysis

Most common price: £46 (20 days, 100.0%)

Price range: £46 - £46

Price levels: 1 different prices over 20 days

Description

Practical patterns for scaling machine learning from your laptop to a distributed cluster. In Distributed Machine Learning Patterns you will learn how to: Apply distributed systems patterns to build scalable and reliable machine learning projects Construct machine learning pipelines with data ingestion, distributed training, model serving, and more Automate machine learning tasks with Kubernetes, TensorFlow, Kubeflow, and Argo Workflows Make trade offs between different patterns and approaches Manage and monitor machine learning workloads at scale Scaling up models from standalone devices to large distributed clusters is one of the biggest challenges faced by modern machine learning practitioners. Distributed Machine Learning Patterns teaches you how to scale machine learning models from your laptop to large distributed clusters. In Distributed Machine Learning Patterns, you'll learn how to apply established distributed systems patterns to machine learning projects, and explore new ML-specific patterns as well. Firmly rooted in the real world, this book demonstrates how to apply patterns using examples based in TensorFlow, Kubernetes, Kubeflow, and Argo Workflows. Real-world scenarios, hands-on projects, and clear, practical DevOps techniques let you easily launch, manage, and monitor cloud-native distributed machine learning pipelines Distributed Machine Learning Patternsteaches you how to scale machine learning models from your laptop to large distributed clusters. In it, you'll learn how to apply established distributed systems patterns to machine learning projects, and explore new ML-specific patterns as well. Firmly rooted in the real world, this book demonstrates how to apply patterns using examples based in TensorFlow, Kubernetes, Kubeflow, and Argo Workflows. Real-world scenarios, hands-on projects, and clear, practical DevOps techniques let you easily launch, manage, and monitor cloud-native distributed machine learning pipelines. about the technology Scaling up models from standalone devices to large distributed clusters is one of the biggest challenges faced by modern machine learning practitioners. Distributing machine learning systems allow developers to handle extremely large datasets across multiple clusters, take advantage of automation tools, and benefit from hardware accelerations. In this book, Kubeflow co-chair Yuan Tang shares patterns, techniques, and experience gained from years spent building and managing cutting-edge distributed machine learning infrastructure. about the book Distributed Machine Learning Patterns is filled with practical patterns for running machine learning systems on distributed Kubernetes clusters in the cloud. Each pattern is designed to help solve common challenges faced when building distributed machine learning systems, including supporting distributed model training, handling unexpected failures, and dynamic model serving traffic. Real-world scenarios provide clear examples of how to apply each pattern, alongside the potential trade offs for each approach. Once you've mastered these cutting edge techniques, you'll put them all into practice and finish up by building a comprehensive distributed machine learning system.

Product Specifications

Brand: Manning
Format: Paperback
ASIN: 1617299022
Category: Books > Subjects > Computing & Internet > Computer Science > AI & Machine Learning
Domain: Amazon UK
Release Date: 17 January 2024
Listed Since: 28 September 2021

Barcode

No barcode data available

Manning Distributed Machine Learning Patterns

Price History & Forecast

Price Distribution

Price Analysis

Description

Product Specifications

Barcode

Similar Products You Might Like

Scalable and Distributed Machine Learning and Deep Learning Patterns (Advances in Computational Intelligence and Robotics)

The Machine Learning Solutions Architect Handbook: Create machine learning platforms to run solutions in an enterprise setting

Designing Distributed Systems: Patterns and Paradigms for Scalable, Reliable Systems Using Kubernetes

The Kubernetes Bible: The definitive guide to deploying and managing Kubernetes across major cloud platforms

Advanced Platform Development with Kubernetes: Enabling Data Management, the Internet of Things, Blockchain, and Machine Learning

The Kubernetes Bible: The definitive guide to deploying and managing Kubernetes across cloud and on-prem environments

Mastering Kubernetes: Dive into Kubernetes and learn how to create and operate world-class cloud-native systems

Kubeflow Operations Guide: Managing On-Premises, Cloud, and Hybrid Deployment

Large Scale Machine Learning with Python

Supercomputing for Artificial Intelligence - AI Scaling Guide

Deep Learning at Scale: At the Intersection of Hardware, Software, and Data

Scalable AI and Design Patterns: Design, Develop, and Deploy Scalable AI Solutions

Deep Learning Design Patterns

Kubernetes Autoscaling: Build efficient, cost-optimized clusters with KEDA and Karpenter

Scala for Machine Learning - Second Edition: Build systems for data processing, machine learning, and deep learning

Kubernetes – An Enterprise Guide: Effectively containerize applications, integrate enterprise systems, and scale applications in your enterprise

Learn Kubernetes in a Month of Lunches

Manning Engineering Deep Learning Systems - Software Guide

Extending Kubernetes: Elevate Kubernetes with Extension Patterns, Operators, and Plugins

Mastering Kubernetes: Level up your container orchestration skills with Kubernetes to build, run, secure, and observe large-scale distributed apps, 3rd Edition

Machine Learning With Go: Implement Regression, Classification, Clustering, Time-series Models, Neural Networks, and More using the Go Programming Language

Machine Learning for Network and Cloud Engineers: Get ready for the next Era of Network Automation

Machine Learning with CUDA: Enhancing Neural Network Performance (GPU Mastery Series: Unlocking CUDA's Power using pyCUDA)

Data Pipelines with Apache Airflow, Second Edition