With Data Science in Production: Building Scalable Model Pipelines you will get a 40% discount on yearly plans and a 20% monthly discount oneducative.io. It is one of the popular courses from educative.io
In this course, you’ll start by covering the different cloud environments and tools for building scalable data and model pipelines.
Data Science in Production: Building Scalable Model Pipelines– Developer Discount
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What will you learn from this course?
1. Introduction to Building Scalable Model Pipelines
- Course Overview
- Applied Data Science
- Python for Scalable Compute
- Cloud Environments
- Conclusion : Data science models, tools and environments
2. Models as Web Endpoints
- Introduction to Models as Web Endpoints
- Web Services
- Echo Service
- Model Persistence
3. Models as Serverless Functions
- Introduction to Models as Serverless Functions
- Managed Services
- Cloud Functions (GCP)
- – Echo Service
4. Containers for Reproducible Models
- Introduction to Containers as Reproducible Models
- Docker
- Orchestration
- – AWS Container Registry (ECR)
5. Workflow Tools for Model Pipelines
- Introduction to Workflow Tools for Model Pipelines
- Sklearn Workflow
- Cron
- – Cloud Cron