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Course Description
Start Building AI with Hugging Face
In today's rapidly evolving landscape of machine learning (ML) and artificial intelligence (AI), Hugging Face stands out as a vital platform, allowing anyone to leverage the latest models, datasets, and functionality in their projects.Explore the Hugging Face Hub
To begin, you'll navigate the Hugging Face Hub's vast model and dataset repository. You'll load, use, and save models from Hugging Face, and download and manipulate datasets for model training.Build Pipelines for Text Applications
Utilize pre-trained models available on Hugging Face for text classification tasks, such as grammatical correctness and dynamic category assignment; summarize long passages of text using both extractive and abstractive summarization models, and even begin having conversations with documents!By the end of the course, you'll be equipped with the knowledge and skills to tackle a wide range of text-based ML and AI tasks effectively using Hugging Face.
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Start Course for FreeWhat you'll learn
- Assess when AutoModel and AutoTokenizer classes provide advantages over standard pipelines for advanced NLP customization
- Define the Python steps needed to construct and execute transformers pipelines for text classification, summarization, and document question-answering
- Differentiate the computational and workflow implications of running inference locally versus through Hugging Face inference providers
- Identify the key metadata elements in Hugging Face model and dataset cards that influence model or data set selection
- Recognize the methods for loading, filtering, and querying datasets using the Hugging Face datasets library
Prerequisites
Curriculum
Course outline
1
Getting Started with Hugging Face
Discover the power of Hugging Face, the go-to AI platform for developers and data scientists. Explore pre-trained models, access datasets, and set up workflows to launch your AI-powered solutions.
- Introduction to Hugging Face50 XP
- Why build with Hugging Face?50 XP
- Exploring models on the Hub!50 XP
- Running Hugging Face models50 XP
- Building a text generation pipeline100 XP
- Inference providers100 XP
- Hugging Face Datasets50 XP
- Exploring datasets on the Hub!50 XP
- Loading datasets100 XP
- Manipulating datasets100 XP
2
Building Pipelines with Hugging Face
Learn to build AI pipelines with Hugging Face. Master text classification, summarize content, and extract insights from documents, equipping you to tackle real-world challenges across industries.
Working with Hugging Face
Course
Complete
