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DevOps, DataOps, and MLOps

Master the intersection of DevOps, DataOps, and MLOps with this comprehensive course covering essential concepts and practical implementations. Learn to build and deploy machine learning pipelines, work with containers, implement CI/CD for ML projects, and develop end-to-end MLOps solutions using modern tools and frameworks like Rust, Python, and cloud services. The course combines theoretical knowledge with hands-on experience in building production-ready ML systems.

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Trusted by 1M+ Learners

Our university-grade curriculum has helped professionals worldwide transform their careers in AI, Data Science, Cloud Computing, and programming..

Same curriculum taught at Duke, Northwestern, and UC Davis

Practical, hands-on projects that mirror real-world challenges

Industry-recognized certification upon completion

5 weeks, 142 lessons total which includes hands-on labs, quizzes, and a certification.

Learn from top university instructors

The curated content for the bootcamp is based on the same material we use at top universities like Duke University, Northwestern, and UC Davis.

Practical and hands on

The material and content goes beyond the basic theory and is meant for you to practice, enhancing your learning.

Get access to high-quality, curated content

All exercises, readings, examples, and video content is of extremely high quality and you will get access to all of it in this bootcamp.

Join half a million learners

We've specialized in teaching based on our vast experience in tech. Be part of half a million learners who have used our courses!

Syllabus

This course is packed with useful content, curated from our experience working with top-tier universities and learners all around the world. Get certified at the end of this course with a shareable digital badge.

Week 1

  • Getting started and course Gotchas
  • Mlops background
  • Key terms
  • Considering the Mlops Maturity models
  • What is continuous integration
  • Key terms
  • Ci for Microservices
  • End to end Mlops Huggingface spaces
  • Quiz

Week 2

  • Key terms
  • What is Colab
  • Additional readings
  • Key terms
  • Simulations VS experiment tracking
  • Additional readings
  • Key terms
  • Additional readings
  • Lesson reflection
  • Quiz

Week 3

  • Key terms
  • Key components of Github Ecosystem
  • Using Github templates
  • Key terms
  • Query Databricks pipeline
  • Building data Ingestion Pipelines on AWS
  • Key terms
  • Building a python NLP project with python fire
  • Extending google cloud functions
  • Quiz

Week 4

  • Key terms
  • Containerized continuous delivery
  • Containerized machine learning
  • Key terms
  • Amazon Codewhisperer VS Github Copilot
  • Additional readings
  • Key terms
  • Prototyping AI APIS
  • Using transfer learning
  • Quiz

Week 5

  • Key terms
  • Configure RUST for AWS Cloud9
  • Key terms
  • Rust GPU Hugging face translator
  • Pytorch stable Diffusion RUST with GPU
  • Key terms
  • Build and Deploy RUST Microservice via google cloud run
  • Monitoring and logging with RUST for google APP engine
  • Quiz

Custom training for your company

We are ready to deliver this and other training to your group. We can usually accommodate different requirements and are flexible with the number of seats. Reach out to us at contact@paiml.com

  • Bulk pricing available
  • Customizable content
  • Ready to start on your schedule