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Microsoft

Foundations of AI and Machine Learning

This course provides a comprehensive introduction to fundamental components of artificial intelligence and machine learning (AI & ML) infrastructure. You will explore the critical elements of AI & ML environments, including data pipelines, model development frameworks, and deployment platforms. The course emphasizes the importance of robust and scalable design in AI & ML infrastructure. By the end of this course, you will be able to: 1. Analyze, describe, and critically discuss the critical components of AI & ML infrastructure and their interrelationships. 2. Analyze, describe, and critically discuss efficient data pipelines for AI & ML workflows. 3. Analyze and evaluate model development frameworks for various AI & ML applications. 4. Prepare AI & ML models for deployment in production environments. To be successful in this course, you should have intermediate programming knowledge of Python, plus basic knowledge of AI and ML capabilities, and newer capabilities through generative AI (GenAI) and pretrained large language models (LLM). Familiarity with statistics is also recommended.

Status: Artificial Intelligence
Status: Machine Learning
IntermediateCourse36 hours

Featured reviews

NB

5.0Reviewed Jun 2, 2025

Its great course to know whole end to end ML lifecycle

QA

5.0Reviewed Dec 12, 2025

This course was well structured and learner friendly. I really enjoyed the learning.

SW

5.0Reviewed Aug 21, 2025

This is a great course for anyone who love to take the path of an AI ML engineer

AA

5.0Reviewed Jan 26, 2025

Nice course helps to improve many things and basics

MP

5.0Reviewed Dec 23, 2024

We found one of the finest trainer/ instructor in this course.

SH

5.0Reviewed Apr 26, 2025

Great course for managers who are interested in MLOps.

CT

5.0Reviewed Jan 10, 2025

Ideal resources for aspiring and current AI engineers include information on which tools and best practices to use, as well as resources for learning and staying up-to-date with industry news.

MA

4.0Reviewed Feb 27, 2026

I love the brief and detailed explanations. It would be nice to have more practical videos. But at this rate, it's a good course.

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