Book

Reproducible Data Science with Pachyderm

Pachyderm enables you to create collaborative data science workflows and reproduce your experiments at scale. This book will help you leverage Pachyderm's data versioning and lineage features to build scalable end-to-end AI/ML pipelines and show you how to deploy Pachyderm in leading cloud platforms, use its SaaS offering PachHub, and much more.

Offered byPackt Logo

Difficulty Level
Intermediate
Completion Time
12h8m approx.
Language
English
Certification
Not available

About Course

Book Content

chapters 12h8m total length

1. The Problem of Data Reproducibility
2. Pachyderm Basics 
3. Pachyderm Pipeline Specification
4. Installing Pachyderm Locally
5. Installing Pachyderm on a Cloud Platform
6. Creating Your First Pipeline
7. Pachyderm Operations
8. Creating an End-to-End Machine Learning Workflow 
9. Distributed Hyperparameter Tuning with Pachyderm
10. Pachyderm Language Clients
11. Using Pachyderm Notebooks

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