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FastAI Course

Practical deep learning with FastAI framework

Course Progress

  • Lesson 1 - Image Classification
  • Lesson 2 - Production and Deployment
  • Lesson 3 - Data Ethics and Validation
  • Lesson 4 - Natural Language Processing
  • Lesson 5 - Tabular Data and Collaborative Filtering
  • Lesson 6 - Advanced Architectures
  • Lesson 7 - Practical Deep Learning

Key Projects

  • Image classifiers with transfer learning
  • Text generation and sentiment analysis
  • Recommendation systems
  • Computer vision applications

Available Notebooks

Place your FastAI notebooks here as you progress through the course!

Hugging Face Transformers: Getting Started
huggingface
transformers
nlp
bert

Introduction to using Hugging Face datasets and transformers for NLP tasks.

Sep 26, 2025
Patent Phrase Matching with DeBERTa
nlp
transformers
deberta
patent-matching

Complete solution for US Patent Phrase to Phrase Matching competition using DeBERTa-v3-small model.

Sep 26, 2025
Sentiment Analysis with DistilBERT
nlp
transformers
sentiment-analysis
distilbert

Using Hugging Face transformers pipeline for sentiment analysis with DistilBERT model.

Sep 26, 2025
Text Classification with Transformers Pipeline
nlp
transformers
text-classification
spam-detection

Using Hugging Face transformers pipeline for text classification and spam detection.

Sep 26, 2025
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