{"repo":"terrytangyuan/distributed-ml-patterns","free":true,"listed":false,"github":"https://github.com/terrytangyuan/distributed-ml-patterns","clone":"git clone https://github.com/terrytangyuan/distributed-ml-patterns.git","description":"Distributed Machine Learning Patterns from Manning Publications by Yuan Tang https://bit.ly/2RKv8Zo","language":"Python","stars":534,"topics":["machine-learning","distributed-systems","cloud-computing","cloud-native","distributed-machine-learning","large-scale-machine-learning","python","tensorflow","kubernetes","argo-workflows"],"license":"Apache-2.0","category":"machine-learning","readme_excerpt":"Distributed Machine Learning Patterns This repository contains references and code for the book Distributed Machine Learning Patterns from Manning Publications by Yuan Tang. :fire: Korean and Chinese versions are available from Tsinghua University Press and Hanbit Media! Manning, Amazon, Barnes & Noble, Powell’s, Bookshop In Distributed Machine Learning Patterns you will learn how to: Apply patterns to build scalable and reliable machine learning systems. 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 off decisions between different patterns and approaches. Manage and monitor machine learning workloads at scale. This book teaches you how to take machine learning models from your personal laptop to large distributed clusters. You’ll explore key concepts and patterns behind successful distributed machine learning systems, and learn technologies like TensorFlow, Kubernetes, Kubeflow, and Argo Workflows directly from a key maintainer and contributor. Real-world scenarios, hands-on projects, and clear, practical advice DevOps techniques and let you easily launch, manage, and monitor cloud-native distributed machine learning pipelines. About the topic Scaling up models from personal devices to large distributed clusters is one of the biggest challenges faced by modern machine learning practitioners. Distributing machine lear","default_branch":null,"files":null,"tree":[],"storefront":"/r/terrytangyuan","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/terrytangyuan/distributed-ml-patterns/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}