sm823zw

Stock-Market-Index-Prediction

This repo deals with time series prediction using LSTMs. An encoder-decoder architecture was used for this purpose. A dual-stage attention mechanism (DA-RNN) has been used in addition to it.

Recommendation-System-Using-GNNs

This repository contains the code for building a recommendation system using Graph Neural Networks(GNNs).

PINN-for-Poisson-Equation

This repo contains the code for solving Poisson Equation using Physics Informed Neural Networks

Melanoma-Image-Augmentation-and-classification

This repository deals with generating 'malign' synthetic samples from 'benign' samples using CycleGAN to mitigate class imbalance and detecting Melanoma using a new balanced skin lesion image dataset.

Human-Face-Spoofing-Detection

This repo proposes a spoofing detection system using Convolutional Neural Networks (CNN). The CNN model is very light-weight, easier and faster to load and run. It is ideally designed for real-time detection in embedded hardware.

Music-Speech-Classification

Unsupervised Music Speech Classification using Gaussian Mixture Models (EM algorithm)

Differential-Equations-using-Machine-Learning

This repository deals with solving partial differential equations using Machine Learning.

Natural-Language-Inference

In this project, several Bi-LSTM and Bi-GRU models were created and trained for the task of Natural Language Inference.

Noise-Removal-from-Medical-Images

In this repository, denoising of medical images has been performed using convolutional auto-encoder models.

Autoencoders

This repository consists of Jupyter notebooks where auto-encoders, denoising auto-encoders, and variational auto-encoders have been used for learning latent representation and reconstructing MNIST images.

Bayes-Classifier

This repo consists of classification tasks using the Bayes classifier, GMMs, and nearest neighbor classifier.

Cricket-Data-Analysis

The repository contains code for scraping data from the ESPNCricinfo website.

Diabetes-Prediction

Trained various classifiers on the Diabetes dataset.

Duckworth-Lewis-Method-Analysis

This repo deals with approximating/fitting 'runs production function' using the first innings data of ODI matches and obtaining the curves used in the DL method used in cricket to set revised targets in games shortened due to rain/bad light.

Fake-News-Classifier

In this repo, Fake News Classifiers using LSTM models have been trained.

fifa-world-cup-2022-prediction

Football-Data-Analysis-and-Viz

leetcode

Collection of LeetCode questions to ace the coding interview! - Created using [LeetHub](https://github.com/QasimWani/LeetHub).

Automatic-Image-Captioning

This repository consists of code for automatic image captioning.

COVID-19-Detection-Using-CT-Scans

This repo deals with COVID-19 Classification using CT Scan images of the chest.

email-classification

Generative-Adversarial-Networks

In this repository, the state-of-the-art Generative Adversarial Networks(GANs) were explored. Specifically, Deep Convolutional GANs (DCGANs) were trained on the CIFAR-10 dataset to generate new images.

pandas-vs-polars

Comparison between Pandas and Polars library

quaterion

Blazing fast framework for fine-tuning similarity learning models

QueryTube_ThirdAI

Reddit-Flair-Detection

This repository deals with Reddit flair detections.

sm823zw

Config files for my GitHub profile.

sm823zw.github.io

Personal Portfolio Website

SVM-and-Neural-Networks

This repo consists of classification tasks using non-linear classifiers.

Text-Summarizer