Exploring different Deep learning problems primarily (but not limited to) using fastai, fastaiaudio, 🤗Hugging Face Transformers and Pytorch Library

Content

Basics

1. MLP from scratch
2. MLP Using FastAI and Pytorch
3. Shallownet Using FastAI and Pytorch
4. LeNet Using FastAI and Pytorch
5. MiniVGGNet Using FastAI and Pytorch

Analytics Vidhya Practice Problems - Link

1. Identify the Apparal - Using FastAI and Pytorch
2. Identify the Sentiment - Using FastAI and Blurr
3. Urban Sound Classification - Using fastaiaudio
4. JokeRatingPrediction - Using FastAI collaborative filtering

Exploration Project

1. Solving NLP tasks on Shopify data
   • Multi-Label Classification using single sentences - Using FastAI, Hugging Face
   • Multi-Label Classification using multiple sentences - HuggingFace
   • Item-Item Shopify App recommendations using sentence-transformers and approximate nearest neighbor(Spotify Annoy)