Shakib-IO

Python_Practice

This repo contains different sets of problems solve in python. From the beginning level to the Advance level of python problems.

Diminishing_Image_Noise_Using_Deep_Learning

Denoising an image is a classical problem that researchers are trying to solve for decades. In earlier times, researchers used filters to reduce the noise in the images. They used to work fairly well for images with a reasonable level of noise. However, applying those filters would add a blur to the image. And if the image is too noisy, then the resultant image would be so blurry that most of the critical details in the image are lost. There has to be a better way to solve this problem. As a result, I have implemented several deep learning architectures that far surpass the traditional denoising filters. In this blog, I will explain my approach step-by-step as a case study, starting from the problem formulation to implementing the state-of-the-art deep learning models, and then finally see the results.

KD-lesions

[CIBM'2021] Knowledge Distillation approach towards Melanoma Detection

FedGCN

FedGCN: Communication Tradeoffs in Federated Training of Graph Convolutional Networks

Covid-19_Sentiment_Analysis

[CMMM'2021] Deep Learning-Based Sentiment Analysis of COVID-19 Vaccination Responses from Twitter Data

Graph-Network

Graph Neural Network

INSE_6220_Lab_Winter_2023

INSE 6220 (Advanced Statistical Approaches to Quality)

MLOps

MLOps provide an end-to-end machine learning development process to design, build and manage reproducible, testable, and evolvable ML-powered software.

Ocular-DR

[CII'22] Deep Learning for Ocular Disease Recognition: An Inner-Class Balance

papers

This repo contains various types of research papers, books & notes. Read and Highlighted the key points.

Sleep_Apnea_Monitoring_System

[CMMM'2021] Development of an IoT-Based Sleep Apnea Monitoring System for Healthcare Applications

Water_Quality_Monitoring

[Journal of Healthcare Engineering'22] IoT-Based Water Quality Assessment System for Industrial Waste WaterHealthcare Perspective

neural-style-transfer

Image style transfer using perceptual loss. A web application to style images.

anomalib

An anomaly detection library comprising state-of-the-art algorithms and features such as experiment management, hyper-parameter optimization, and edge inference.

CD

This repo contains continuous delivery pipeline with AWS CodeBuild. I've implemented this pipeline with hugo template on aws.

CI

This is a demo repo where I've used the cloud9 to build a python scaffold with makefile, test, lint and used GitHub Actions for continuous integration

CML_DVC

COMP_353_Winter_2023

COMP 353: Database

eb

This repo contains a flask application and deploys it using PaaS (AWS Elastic Beanstalk) and implemented continuous delivery (AWS CodePipeline)

ecr

This repo contains a simple implementation of aws ecr and dockerfile on cloud9.

Human_AI_gsoc_2024

plugnplay

Repo for code snippets that are reused in my projects.

Python

All Algorithms implemented in Python

PytorchGeometricTutorial

Pytorch Geometric Tutorials

scribble

This repo contains some useful resources for learning and research.

Shakib-IO

The repo contains personal profile materials

TAAD

Tableau

So what I did in this repo was, I took the Covid-19 dataset and analyzed them by comparing using Geolocation, number of deaths, number of corona positive tests, And also try to make a relation with different data like is there anything like the county has large population also have a high amount of deaths rate or positive.

trail

VLM_LLM

This repo contains all the resources for vision language models(VLM) and large language models(LLM).