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.
Ce cours fait partie de la Spécialisation Practical Data Science on the AWS Cloud
Offert par



À propos de ce cours
Working knowledge of ML & Python, familiarity with Jupyter notebook & stat, completion of the Deep Learning & AWS Cloud Technical Essentials courses
Votre entreprise pourrait-elle bénéficier de la formation des employés à des compétences recherchées ?
Essayez Coursera pour les affairesCompétences que vous acquerrez
- 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
Working knowledge of ML & Python, familiarity with Jupyter notebook & stat, completion of the Deep Learning & AWS Cloud Technical Essentials courses
Votre entreprise pourrait-elle bénéficier de la formation des employés à des compétences recherchées ?
Essayez Coursera pour les affairesOffert par
Programme de cours : ce que vous apprendrez dans ce cours
Week 1: Advanced model training, tuning and evaluation
Week 2: Advanced model deployment and monitoring
Week 3: Data labeling and human-in-the-loop pipelines
Avis
- 5 stars76,08 %
- 4 stars17,39 %
- 3 stars4,34 %
- 2 stars2,17 %
Meilleurs avis pour OPTIMIZE ML MODELS AND DEPLOY HUMAN-IN-THE-LOOP PIPELINES
A complete Course + Certification + labs to master AWS Data science tools
Online lab needs improvement. I kept disconnecting and I had to do the labs multiple times...
Excellent platforms for advanced ML deployment AWS platforms!
I have worked in data science field for some years, so make me easier to appreciate the contents prepared by course mentors. Thanks! :)
À propos du Spécialisation Practical Data Science on the AWS Cloud

Foire Aux Questions
Quand aurai-je accès aux vidéos de cours et aux devoirs ?
À quoi ai-je droit si je m'abonne à cette Spécialisation ?
Quelle est la politique de remboursement ?
D'autres questions ? Visitez le Centre d'Aide pour les Étudiants.