4.6
Intermediate
40min
Updated 2 weeks ago
Applying the Hugging Face Machine Learning Pipelines in Python
This course covers applied machine learning with Hugging Face, focusing on NLP and computer vision pipelines like classification, summarization, question answering, object detection, and segmentation.
Hugging Face is a community-driven initiative that develops and promotes artificial intelligence tools for a wide range of applications. The organization provides pretrained, state-of-the-art deep learning models that can be easily applied to real-world machine learning tasks.
In this course, you’ll explore the Hugging Face library with a focus on practical applications in natural language processing (NLP) and computer vision. You’ll begin by understanding how transformer-based models are used within the Hugging Face ecosystem. You’ll gain hands-on experience applying the Hugging Face pipeline API to common NLP tasks, such as text classification, summarization, question answering, and sentiment analysis. Next, you’ll explore computer vision pipelines, including image classification, object detection, and image segmentation.
By the end of this course, you’ll be comfortable using a wide range of Hugging Face pipelines for common machine learning tasks and implementing them in Python using PyTorch.
Hugging Face is a community-driven initiative that develops and promotes artificial intelligence tools for a wide range of appli...Show More
WHAT YOU'LL LEARN
Familiarity with the Hugging Face ecosystem and its pretrained transformer models
Practical understanding of Hugging Face pipeline APIs for NLP and computer vision
The ability to apply models for text classification, summarization, question answering, generation, and similarity
The ability to use computer vision pipelines for image classification, object detection, and segmentation
Hands-on experience implementing and experimenting with Hugging Face pipelines using Python and PyTorch
Familiarity with the Hugging Face ecosystem and its pretrained transformer models
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TAKEAWAY SKILLS
Content
1.
Introduction
4 Lessons
Get familiar with Hugging Face’s NLP and computer vision tools, regardless of experience.
2.
NLP
12 Lessons
Explore NLP tasks using Hugging Face pipelines, including text classification, summarization, translation, and question answering.
3.
Computer Vision
6 Lessons
Master Hugging Face’s computer vision capabilities in image classification, object detection, and segmentation.
Certificate of Completion
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Complete more lessons to unlock your certificate
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