Frugal AI
Introduction and Motivation: Why Frugal AI?
Instructor: Arjuna Sathiaseelan
This comprehensive course takes you on a deep dive into the world of Frugal AI. You'll understand why sustainable AI practices matter, explore the hidden costs of traditional AI systems, and learn the technical foundations that make efficient AI possible. Perfect for developers, data scientists, and tech leaders who want to build responsible AI solutions.
1.4k students
7 videos
3h 49m
7 assessments
Course Benefits
Understand the environmental and economic impact of traditional AI systems
Learn core principles of frugal innovation applied to AI development
Build cost-effective AI solutions without sacrificing quality
Explore real-world case studies of successful frugal AI implementations
Gain insights into sustainable AI practices for long-term impact
Certificate of completion
Lifetime access to course materials and community of 1
400+ learners.
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Did you know?
Companies using Frugal AI techniques report up to 60% reduction in infrastructure costs while maintaining model performance.
Course Content
14 modules • 7 videos • 7 tests
1
AI Cost Paradox
2
Assessment - I
3
What is Frugal AI
4
Assessment - II
5
The Frugal AI Technical Stack
6
Assessment - III
7
Frugal LLM Part 1
8
Assessment - IV
9
Frugal LLM Part 2
10
Assessment - V
11
Frugal Deployment
12
Assessment - VI
13
Responsible & Sustainable Frugal AI Systems
14
Assessment - VII
What you will learn
The AI Sustainability Crisis
Frugal Innovation Principles
Business Case for Frugal AI
Getting Started Workshop