设计机器学习系统（影印版）
出版时间：2022年09月
页数：367
“简而言之，这是一本关于如何在公司构建、部署和扩展机器学习模型以获得最大影响的佳作。”
一Josh Wills
WeaveGrid软件工程师，Slack前数据工程总监
“在一个蓬勃发展却又混乱的生态系统中，这种关于端到端机器学习的原则性观点既是你的地图,也是你的指南针:无论你是否身处大型科技公司，这都是一本必读之作。”
--Jacopo Tagliabue
Coveo人工智能总监
机器学习系统既复杂又独特。复杂是因为包含大量组件，涉及许多不同的利益方;独特是因为其依赖于数据，不同用例之间的数据差异很大。在本书中，你将学习以一种整体方法来设计兼具可靠性、可伸缩性、可维护性，并能适应不断变化的环境和业务需求的机器学习系统。
作者Chip Huyen是Claypot Al的联合创始人，她在如何帮助系统作为一个整体实现其目标的背景下考虑了每一种设计决策，例如如何处理和创建训练数据，使用哪些特性，重新训练模型的频率，以及监测哪些内容。书中的迭代框架采用了真实的案例研究，并辅以大量参考资料。
这本书将帮助你处理以下情况:
● 工程化数据并选择正确的指标来解决业务问题
● 实现持续开发、评估、部署和更新模型的流程自动化
● 开发监控系统，快速检测和解决模型在生产中可能遇到的问题
● 构建跨用例服务的机器学习平台
● 开发可靠的机器学习系统
一Josh Wills
WeaveGrid软件工程师，Slack前数据工程总监
“在一个蓬勃发展却又混乱的生态系统中，这种关于端到端机器学习的原则性观点既是你的地图,也是你的指南针:无论你是否身处大型科技公司，这都是一本必读之作。”
--Jacopo Tagliabue
Coveo人工智能总监
机器学习系统既复杂又独特。复杂是因为包含大量组件，涉及许多不同的利益方;独特是因为其依赖于数据，不同用例之间的数据差异很大。在本书中，你将学习以一种整体方法来设计兼具可靠性、可伸缩性、可维护性，并能适应不断变化的环境和业务需求的机器学习系统。
作者Chip Huyen是Claypot Al的联合创始人，她在如何帮助系统作为一个整体实现其目标的背景下考虑了每一种设计决策，例如如何处理和创建训练数据，使用哪些特性，重新训练模型的频率，以及监测哪些内容。书中的迭代框架采用了真实的案例研究，并辅以大量参考资料。
这本书将帮助你处理以下情况:
● 工程化数据并选择正确的指标来解决业务问题
● 实现持续开发、评估、部署和更新模型的流程自动化
● 开发监控系统，快速检测和解决模型在生产中可能遇到的问题
● 构建跨用例服务的机器学习平台
● 开发可靠的机器学习系统
- Preface
- 1. Overview of Machine Learning Systems
- When to Use Machine Learning
- Understanding Machine Learning Systems
- Summary
- 2. Introduction to Machine Learning Systems Design
- Business and ML Objectives
- Requirements for ML Systems
- Iterative Process
- Framing ML Problems
- Mind Versus Data
- Summary
- 3. Data Engineering Fundamentals
- Data Sources
- Data Formats
- Data Models
- Data Storage Engines and Processing
- Modes of Dataflow
- Batch Processing Versus Stream Processing
- Summary
- 4. Training Data
- Sampling
- Labeling
- Class Imbalance
- Data Augmentation
- Summary
- 5. Feature Engineering
- Learned Features Versus Engineered Features
- Common Feature Engineering Operations
- Data Leakage
- Engineering Good Features
- Summary
- 6. Model Development and Offline Evaluation
- Model Development and Training
- Model Offline Evaluation
- Summary
- 7. Model Deployment and Prediction Service
- Machine Learning Deployment Myths
- Batch Prediction Versus Online Prediction
- Model Compression
- ML on the Cloud and on the Edge
- Summary
- 8. Data Distribution Shifts and Monitoring
- Causes of ML System Failures
- Data Distribution Shifts
- Monitoring and Observability
- Summary
- 9. Continual Learning and Test in Production
- Continual Learning
- Test in Production
- Summary
- 10. Infrastructure and Tooling for MLOps
- Storage and Compute
- Development Environment
- Resource Management
- ML Platform
- Build Versus Buy
- Summary
- 11. The Human Side of Machine Learning
- User Experience
- Team Structure
- Responsible AI
- Summary
- Epilogue
- Index
书名：设计机器学习系统（影印版）
作者：Chip Huyen 著
国内出版社：东南大学出版社
出版时间：2022年09月
页数：367
书号：978-7-5766-0224-1
原版书书名：Designing Machine Learning Systems
原版书出版商：O'Reilly Media
The animal on the cover of Designing Machine Learning Systems is a red-legged partridge (Alectoris rufa), also known as a French partridge.
Bred for centuries as a gamebird, this economically important, largely nonmigratory member of the pheasant family is native to western continental Europe, though populations have been introduced elsewhere, including England, Ireland, and New Zealand.
Relatively small but stout bodied, the red-legged partridge boasts ornate coloration and feather patterning, with light brown to gray plumage along its back, a light pink belly, a cream-colored throat, a brilliant red bill, and rufous or black barring on its flanks.
Feeding primarily on seeds, leaves, grasses, and roots, but also on insects, red-legged partridges breed each year in dry lowland areas, such as farmland, laying their eggs in ground nests. Though they continue to be bred in large numbers, these birds are now considered near threatened due to steep population declines attributed, in part, to overhunting and disappearance of habitat. Like all animals on O’Reilly covers, they’re vitally important to our world.
Bred for centuries as a gamebird, this economically important, largely nonmigratory member of the pheasant family is native to western continental Europe, though populations have been introduced elsewhere, including England, Ireland, and New Zealand.
Relatively small but stout bodied, the red-legged partridge boasts ornate coloration and feather patterning, with light brown to gray plumage along its back, a light pink belly, a cream-colored throat, a brilliant red bill, and rufous or black barring on its flanks.
Feeding primarily on seeds, leaves, grasses, and roots, but also on insects, red-legged partridges breed each year in dry lowland areas, such as farmland, laying their eggs in ground nests. Though they continue to be bred in large numbers, these birds are now considered near threatened due to steep population declines attributed, in part, to overhunting and disappearance of habitat. Like all animals on O’Reilly covers, they’re vitally important to our world.
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