Welcome to the Hugging Face course. Hugging Face is a company and open source community that focuses on natural language processing (NLP) and artificial intelligence (AI). It is best known for its Transformers library, which provides tools and pre trained models for a wide range of NLP tasks, such as text classification, sentiment analysis, machine translation, and more.
Hugging Face: Features
Here are some of the features of Hugging Face:
- Transformers Library: A comprehensive library that includes thousands of pre trained models like BERT, GPT, T5, and others, which can be fine tuned for specific tasks.
- Model Hub: A platform where users can share and download pre trained models, datasets, and other resources.
- Datasets Library: Provides easy access to a wide variety of datasets for NLP tasks.
- Spaces: A platform for hosting and sharing machine learning demos and applications.
- Inference API: Allows users to easily deploy and use models in production environments.
- Community and Collaboration: Hugging Face fosters a strong community of researchers, developers, and enthusiasts who contribute to the ecosystem.
Course Lessons
Hugging Face Overview
- Hugging Face: Introduction and Features
- Hugging Face: Use Cases
Hugging Face: Libraries
- Transformers Library of Hugging Face
- Datasets Library of Hugging Face
- Tokenizers Library of Hugging Face
Hugging Face, Access Token (API Key)
- Hugging Face Access Token (API Key) and How to Create
Working with Datasets and Models
- Download a dataset on Hugging Face
- Download a model from Hugging Face
Use Pre Trained Models with Hugging Face
- Sentiment Analysis using Hugging Face
- Text Classification using Hugging Face
- Text Summarizations using Hugging Face
- Text to Text (Translate) using Hugging Face
- Question Answering using Hugging Face
- Text to Image using Hugging Face
- Text to Video Synthesis using Hugging Face
Who this course is for:
- Those who want to begin their AI journey
- Beginner AI Enthusiasts
- Learn to use the pre trained models on Hugging Face
- Those who to generate images from text prompt
- Those who want to generate videos from text prompt
- Learn to translate text using pre trained models
- Analyse sentiments with a pre trained model
What you will learn
- Learn Hugging Face from scratch
- Understand the Hugging Face use cases
- Understand pre trained models on Hugging Face
- Get to know the Datasets on Hugging Face
- Learn to work with the Transformers library
- Learn to work with the Datasets library
- Learn to work with the Tokenizers library
- Text Classification with Hugging Face
- Translate Text with Hugging Face
- Text to Image with Hugging Face
- Text to Video with Hugging Face
- Question Answering with Hugging Face
- Text Summarization with Hugging Face
