Udemy - Hugging Face Tutorial for Beginners

Level: Beginner | Genre: eLearning | Language: English | Duration: 16 Lectures ( 1h 9m ) | Size: 490 MB
Learn to use pre-trained models on Hugging Face for: Text-to-Image, Text-to-Video, Text Classification, Translation, etc
What you'll 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
Requirements
A computer with an Internet
You should be able to use a web browser at a beginner level
Description
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 - FeaturesHere 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 deploy and use models in production environments easily.Community and Collaboration: Hugging Face fosters a strong community of researchers, developers, and enthusiasts who contribute to the ecosystem.Hugging Face Overview1. Hugging Face - Introduction and Features2. Hugging Face - Use CasesHugging Face - Libraries3. Transformers Library of Hugging Face4. Datasets Library of Hugging Face5. Tokenizers Library of Hugging FaceHugging Face - Access Token (API Key)6. Hugging Face Access Token (API Key) & How to CreateWorking with Datasets and Models7. Download a dataset on Hugging Face8. Download a model from Hugging FaceUse Pre-Trained Models with Hugging Face9. Sentiment Analysis using Hugging Face10. Text Classification using Hugging Face11. Text Summarizations using Hugging Face12. Text to Text (Translate) using Hugging Face13. Question Answering using Hugging Face14. Text to Image using Hugging Face15. 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
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