intermediateFree
Quantization Fundamentals with Hugging Face
by Younes Belkada & Marc Sun · DeepLearning.AI
4.5(2,800 reviews)
40K+ enrolled1 hourUpdated 2024-09
What You'll Learn
Understand the fundamentals and key concepts of model optimization
Apply model optimization techniques to solve real-world problems
Understand the fundamentals and key concepts of quantization
Apply quantization techniques to solve real-world problems
Understand the fundamentals and key concepts of LLMs
Apply LLMs techniques to solve real-world problems
About This Course
Reduce model size and speed up inference using linear quantization techniques for deploying LLMs efficiently.
Curriculum
Module 1: Model optimization & Quantization6 lessons
- Introduction to model optimization
- Model optimization in Practice
- Hands-on Exercise: Model optimization
- Introduction to quantization
- Quantization in Practice
- Hands-on Exercise: Quantization
Module 2: LLMs & Hugging Face6 lessons
- Introduction to LLMs
- LLMs in Practice
- Hands-on Exercise: LLMs
- Introduction to Hugging Face
- Hugging Face in Practice
- Hands-on Exercise: Hugging Face
Module 3: Model deployment3 lessons
- Introduction to model deployment
- Model deployment in Practice
- Hands-on Exercise: Model deployment
Instructor
Younes Belkada & Marc Sun
Instructor at DeepLearning.AI
Pros & Cons
Pros
- Completely free to access
- High-quality video lectures
- Taught by Younes Belkada & Marc Sun
- Well-structured curriculum
Cons
- No certificate provided
- Self-paced requires discipline
Free
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