Case Studies & Capstone — Deep Learning & Neural Networks Roadmap
Applying the full deep learning toolkit to realistic, end-to-end problems
Steps in Case Studies & Capstone
- Case Study: Image Classification Pipeline — advanced · Building a complete pipeline from raw images to a deployed classifier
- Case Study: Sentiment Analysis with Transformers — advanced · Fine-tuning a pretrained transformer for a real sentiment classification task
- Case Study: Building an LLM-Powered Chatbot — advanced · Wiring a pretrained language model into a conversational interface
- Case Study: Fine-Tuning a Pretrained Model for a Custom Task — advanced · Adapting an existing model to a domain-specific dataset with limited labeled data
- Capstone: End-to-End Deep Learning Project — advanced · Take a deep learning idea from raw data through a trained, optimized and deployed model
Part of
- Deep Learning & Neural Networks roadmap — the full learning path