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.
Este curso forma parte de Programa especializado: Practical Data Science on the AWS Cloud
Ofrecido Por


Acerca de este Curso
Working knowledge of ML & Python, familiarity with Jupyter notebook & stat, completion of the Deep Learning & AWS Cloud Technical Essentials courses
¿Podría tu empresa beneficiarse de la capacitación de los empleados en las habilidades más demandadas?
Prueba Coursera para negociosHabilidades que obtendrás
- 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
¿Podría tu empresa beneficiarse de la capacitación de los empleados en las habilidades más demandadas?
Prueba Coursera para negociosOfrecido por
Programa - Qué aprenderás en este curso
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
Reseñas
- 5 stars75,26 %
- 4 stars18,27 %
- 3 stars4,30 %
- 2 stars2,15 %
Principales reseñas sobre OPTIMIZE ML MODELS AND DEPLOY HUMAN-IN-THE-LOOP PIPELINES
Online lab needs improvement. I kept disconnecting and I had to do the labs multiple times...
It's an awesome course to get a feel for A/B testing on cloud environment and Augmented AI
A complete Course + Certification + labs to master AWS Data science tools
I have worked in data science field for some years, so make me easier to appreciate the contents prepared by course mentors. Thanks! :)
Acerca de Programa especializado: Practical Data Science on the AWS Cloud

Preguntas Frecuentes
¿Cuándo podré acceder a las lecciones y tareas?
¿Qué recibiré si me suscribo a este Programa especializado?
¿Hay ayuda económica disponible?
Is financial aid available?
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