Foundations of AI and Machine Learning

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Course Overview

What You'll Learn

  • 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.

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.

Course FAQs

Is this an accredited online course?

Accreditation for 'Foundations of AI and Machine Learning' is determined by the provider, Microsoft. For online college courses or degree programs, we strongly recommend you verify the accreditation status directly on the provider's website to ensure it meets your requirements.

Can this course be used for continuing education credits?

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How do I enroll in this online school program?

To enroll, click the 'ENROLL NOW' button on this page. You will be taken to the official page for 'Foundations of AI and Machine Learning' on the Microsoft online class platform, where you can complete your registration.