This repository contains the homework of Deep Learning course in Sharif University of Technology.

1. Recommendation System
2. Support Vector Machine from scratch on Heart Disease dataset
3. Local Regression

1. A fully-connected neural network from scratch on FashionMNIST
2. World Cup Qatar 2022 Prediction
3. Real-time Lorm alphabet (hand alphabet or tactile alphabet) prediction based on neural network

1. Image Classification using CNN (shoe-vs-sandal-vs-boot-dataset-15k-images)
2. Teacher-Student Training (Knowledge Distillation)
   • ResNet18: student model
   • ResNet50: teacher model

1. Poem Generation using Sequence to Sequence Model (with LSTM & GRU units on Ferdousi's poems)
2. Automatic Image Captioning using Sequence to Sequence Model
3. Transformer-Based Model for Persian Language Understanding