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Applying the Hugging Face Machine Learning Pipelines in Python
1.
Introduction
Introduction to the Course
Hugging Face Overview
How Hugging Face Pipelines Work
Build Your First Hugging Face Mini-App
2.
NLP
Introduction to NLP Inference
Text and Token Classification
Text Summarization
Machine Translation
Question Answering
Text Generation
Prompt Engineering
Similarity
Fill Mask
Quiz: Natural Language Processing
Challenge: Multi-Task NLP Analysis
Solution: Multi-Task NLP Analysis
Project
Premium
Text Summarization with Transformers
Breakout Session
NLP
3.
Computer Vision
Image Classification
Object Detection
Segmentation
Quiz: Computer Vision
Challenge: Multi-Task Computer Vision
Solution: Multi-Task Computer Vision
Project
Premium
Build an Object Detection Web App with YOLOv8 and Streamlit
Breakout Session
Computer vision
4.
Conclusion
Wrap Up!
5.
Appendix
Default Models List
Project
Premium
Vision Transformer for Image Classification
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Applying the Hugging Face Machine Learning Pipelines in Python
Quiz: Natural Language Processing
Test your understanding of NLP tasks using Hugging Face.
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