Lifelong Learn: Machine Learning System¶

Books¶

• Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps

  基于Google BigQuery比较系统地介绍了MLOps涉及的各个层面

  这本书可以让读者对MLOps有一个整体认识的同时没有局限在概念层面，提出了问题并以BigQuery为例给出了很多实际的代码。 同时书中的一大亮点就是点出了很多难以察觉的细节问题并将其解释得相当清楚，比如特征Hash部分的讲解

Courses¶

• CSE 599W: Systems for ML

  Tianqi Chen在华盛顿大学的机器学习系统课程

• CSCE 585

  A graduate-level class on machine learning systems

• CS6787: Advanced Machine Learning Systems — Fall 2019

  Cornell ML Sys

  附带了很多Paper, 值得好好看一下

• Production Machine Learning Systems

  Coursera上Google开的课

  貌似需要付费

• CS 329S: Machine Learning Systems Design

  Stanford ML Sys

• Machine Learning Systems (Fall 2019)

  UCB RISE LAB

• EECS 598: Systems for AI (W'21)

  Wisconsin AI System