Gain insights into Hugging Face’s AI models for NLP and computer vision. Explore transformer-based pipelines, apply them for tasks like classification and object detection, using Python and PyTorch.

Applying Hugging Face Machine Learning Pipelines in Python.png

dox.tar.gz

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JuPyter

JuPy-Translation

JuPy-QA

JuPy-Text-Classification

JuPy-Summarization

JuPy-Text-Generation

JuPy-Similarity

JuPy-Fill-Mask

JuPy-Image-Classification

JuPy-Object-Detection

JuPy-Segmentation

JuPy-Image-to-Text

Hugging Face is a community-driven effort to develop and promote artificial intelligence for a wide array of applications. The organization’s pre-trained, state-of-the-art deep learning models can be deployed to various machine learning tasks.

In this course, you’ll explore the Hugging Face artificial intelligence library with particular attention to natural language processing (NLP) and computer vision. You’ll first explore Hugging Face’s approach to deep learning with specific attention to transformers. You’ll then learn Hugging Face’s pipeline API model and apply various pipelines to unique NLP tasks such as classification, summarization, question answering, and more. You’ll continue with a new set of Hugging Face pipelines for computer vision tasks including object detection and segmentation.

By the end of this course, you’ll be familiar with a wide array of Hugging Face’s pipelines for common machine learning tasks and their implementation in Python using pytorch.

Applying Hugging Face Machine Learning Pipelines in Python

(True or False). We cannot apply transformers to an image directly.

(True or False). We cannot apply transformers to an image directly.

Which is not a type of image segmentation?

Which is not a type of image segmentation?

Which PyTorch library is used for segmentation tasks?

Which PyTorch library is used for segmentation tasks?

Let's test our understanding of computer vision tasks using Hugging Face.

Introduction

NLP

Computer Vision

Conclusion

Appendix

Quiz: Computer Vision