In the third course of the Practical Data Science Specialization, you will learn a series of performance-improvement and cost-reduction techniques to automatically tune model accuracy, compare prediction performance, and generate new training data with human intelligence. After tuning your text classifier using Amazon SageMaker Hyper-parameter Tuning (HPT), you will deploy two model candidates into an A/B test to compare their real-time prediction performance and automatically scale the winning model using Amazon SageMaker Hosting. Lastly, you will set up a human-in-the-loop pipeline to fix misclassified predictions and generate new training data using Amazon Augmented AI and Amazon SageMaker Ground Truth.
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Practical Data Science on the AWS Cloud 专项课程deeplearning.ai课程信息
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第 3 门课程（共 3 门）
高级
Working knowledge of ML & Python, familiarity with Jupyter notebook & stat, completion of the Deep Learning & AWS Cloud Technical Essentials courses
完成时间大约为11 小时
英语（English）
对员工进行热门技能培训能否为您的公司带来益处？
体验 Coursera 企业版您将获得的技能
- Human-in-the-Loop Pipelines
- Distributed Model Training and Hyperparameter Tuning
- Cost Savings and Performance Improvements
- A/B Testing and Model Deployment
- Data Labeling at Scale
可灵活调整截止日期
根据您的日程表重置截止日期。
可分享的证书
完成后获得证书
100% 在线
立即开始，按照自己的计划学习。
第 3 门课程（共 3 门）
高级
Working knowledge of ML & Python, familiarity with Jupyter notebook & stat, completion of the Deep Learning & AWS Cloud Technical Essentials courses
完成时间大约为11 小时
英语（English）
对员工进行热门技能培训能否为您的公司带来益处？
体验 Coursera 企业版
授课大纲 - 您将从这门课程中学到什么
完成时间为 4 小时
Week 1: Advanced model training, tuning and evaluation
完成时间为 4 小时
8 个视频 （总计 47 分钟）, 1 个阅读材料, 4 个测验
完成时间为 4 小时
Week 2: Advanced model deployment and monitoring
完成时间为 4 小时
10 个视频 （总计 62 分钟）
完成时间为 4 小时
Week 3: Data labeling and human-in-the-loop pipelines
完成时间为 4 小时
7 个视频 （总计 41 分钟）, 3 个阅读材料, 3 个测验
审阅
- 5 stars76.08%
- 4 stars17.39%
- 3 stars4.34%
- 2 stars2.17%
来自OPTIMIZE ML MODELS AND DEPLOY HUMAN-IN-THE-LOOP PIPELINES的热门评论
由 IK 提供May 12, 2022
Online lab needs improvement. I kept disconnecting and I had to do the labs multiple times...
由 AA 提供Jan 13, 2023
A complete Course + Certification + labs to master AWS Data science tools
由 KY 提供Aug 6, 2021
Excellent platforms for advanced ML deployment AWS platforms!
由 MH 提供Mar 22, 2022
Perfect. The vocareum labs are very helpful, whenever not understood in detail by some programming stuff. I will have a second look to them.
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