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Python Essentials for MLOps

Master the Python programming fundamentals essential for Machine Learning Operations (MLOps) in this comprehensive course. Learn Python from basics through advanced concepts, including data structures, object-oriented programming, testing, and working with popular data science libraries like Pandas and NumPy. The course emphasizes practical MLOps scenarios, covering API development, automation, and building machine learning applications, preparing you for real-world ML engineering tasks.

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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, 155 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

  • Meet your course instructor Alfredo DEZA
  • Meet your supporting instructor NOAH gift
  • Key terms
  • Variables and assignments
  • Working with different data types
  • Key terms
  • Creating and Iterating over lists
  • Key terms
  • Adding data to lists
  • Extracting data from lists
  • Quiz

Week 2

  • Key terms
  • Function structure and values
  • Function arguments
  • Key terms
  • Using a Constructor
  • Key terms
  • Working with imports
  • Quiz

Week 3

  • Key terms
  • Motivations for testing in python
  • Testing conventions
  • Key terms
  • Using plan Asserts in Pytest
  • Writing test classes
  • Key terms
  • Test failure output
  • Python Debugging with PDB
  • Quiz

Week 4

  • Key terms
  • Loading data into Pandas
  • Key terms
  • Common Dataframe operations
  • Manipulating text in Dataframes
  • Key terms
  • Common Numpy array operations
  • Quiz

Week 5

  • Key terms
  • Installing Azure command line interface CLI
  • Azureml studio with python
  • Key terms
  • Creating a single file script
  • Using the Argparse framework
  • Key terms
  • Building an API with Flask
  • 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