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

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

Patent Phrase Matching with DeBERTa

patent-matching

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

Sentiment Analysis with DistilBERT

sentiment-analysis

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

Text Classification with Transformers Pipeline

text-classification

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