Skip to content
View redwankarimsony's full-sized avatar
🎯
Focusing
🎯
Focusing

Highlights

  • Pro

Block or report redwankarimsony

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Please don't include any personal information such as legal names or email addresses. Maximum 100 characters, markdown supported. This note will be visible to only you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
redwankarimsony/README.md

Hello, This is Redwan Karim Sony!
This contains overview of the my activities like research works, machine learning competitions, projects etc. Notworthy works are listed here with necessary links. Star them if you see them worthy of..

Research & Publications:

No. Description Published GitHub Repo Link to Publication
1. Advanced Agglomerative Clustering Technique for Phylogenetic Classficiation using Manhattan Distance. Yes Code BIOCOMP'17
2. Performance Comparison of Feature Descriptors in Offline Signature Verification Yes Code JET Link
3. Less is More: Lighter and Faster Deep Neural Architecture for Tomato Leaf Disease Classification Yes Code IEEE Access
4. Investigating Weight-Perturbed Deep Neural Networks With Application in Iris Presentation Attack Detection Yes Code WACV Workshop 2024

iPRoBe Lab Projects:

No. Description Published GitHub Repo Link to Publication
1. Comparative Medical Image Radiography for Identification Task. No Code ~

ML Competitions on HackerEarth

The following table contains all the code bases of the competitions that I participated on HackerEarth. The original repository is uploaded in my GitHub account in their respective repos. However, for easier browse through specific problem and solutions, this table may come handy to you. Keep Learning!

No. Challenge Name GitHub Repo Type Position LeaderBoard
1. HackerEarth Deep Learning Challenge: Snakes in the hood Solution* Classification 3rd among 3389 participants (Top 1%) Link
2. HackerEarth Machine Learning Challenge: Are your employees burning out? Solution Regression 40th among 560 participants (Top 7%) Link
3. HackerEarth Machine Learning Challenge: Carnival Wars Solution* Regression 310 th out of 2240 teams (top 13%) Link

* Note: If you can't find the GitHub Repo of the solution, it means that the competition is live, hence the repo is private for now. Once the contest is over, I will make that repo public.

ML Competitions on Kaggle

The following table contains all the code bases of the competitions that I participated on Kaggle. Most of the solution are done through kaggle kernel. In order to view the live original notebook with dataset loaded, follow the kaggle live link for respective notebooks in the github repos. However, a copy of them are uploaded in their respective github repos. For easier browse through specific problem and solutions, this table may come handy to you. Keep Learning!

No. Challenge Name GitHub Repo Type Position LeaderBoard
1. OSIC Pulmonary Fibrosis Progression Solution Regression Solo Bronze medal
198th out of 2097 teams (Top 10%)
Link
2. SIIM-ISIC Melanoma Classification Solution Classification Solo 386th out of 3314 teams (Top 12%) Link
3. Flower Classification with TPUs Solution Classification Solo 84th out of 848 teams (Top 10%) Link
4. Plant Pathology 2020 - FGVC7 Solution Classification 103rd out of 1317 teams (Top 8%) Link
5. RSNA-STR Pulmonary Embolism Detection Solution Multistage Classification Solo 288th out of 784 teams (Top 37%) Link
6. Jigsaw Multilingual Toxic Comment Classification Solution Classification, NLP Solo 330th out of 1621 teams (Top 21%) Link
7. Sorghum -100 Cultivar Identification - FGVC 9 Solution Classification SOlo 43 th out of 252 teams (top 17%) Link

Miscellaneous Competitions

No. Challenge Name GitHub Repo Type Position LeaderBoard
1. Dhaka-Ai-Traffic-Detection-Challenge Repo Link Object Dectection and Localization Live Contest* Look for team name init()

Projects and Tutorial Repos

No. GitHub Repo Description Category
1. Object-Detection-and-Segmentation-with-TorchVision For this tutorial, I have finetuned a pre-trained Mask R-CNN model in the Penn-Fudan Database for Pedestrian Detection and Segmentation. It contains 170 images with 345 instances of pedestrians, and later on it will use it to illustrate how to use the new features in torchvision in order to train an instance segmentation model on a custom dataset. Detection and Segmentation

Author:

Md. Redwan Karim Sony
Lecturer,
Department of Computer Science & Engineering (CSE),
Islamic University of Technology (IUT)
Dhaka, Bangladesh
Google Scholar | ResearchGate | Kaggle | Linkedin |Academic CV
Email: [email protected]
[email protected]

Redwan Karim Sony

Popular repositories Loading

  1. PCA-from-Scratch-in-Python PCA-from-Scratch-in-Python Public

    A simple implementation of Principal Component Analysis (PCA) visualized using Fashion MNIST Dataset. Thanks to https://github.com/zalandoresearch/fashion-mnist for making the dataset.

    Jupyter Notebook 21 6

  2. project-tomato project-tomato Public

    Official Implementation of paper Less is More: Lighter and Faster Deep Neural Architecture for Tomato Leaf Disease Classification

    Python 11 6

  3. CSE-824-Project CSE-824-Project Public

    A project to investigate how cellular companies block unlimited mobile internet from being abused by hotspot devices.

    Jupyter Notebook 3

  4. RSNA-STR-Pulmonary-Embolism-Detection RSNA-STR-Pulmonary-Embolism-Detection Public

    Jupyter Notebook 2 1

  5. darknet-yolov4-working darknet-yolov4-working Public

    This repo is the compiled version of AlexyAB/darknet repo. It was compiled in GoogleColab with GPU enabled.

    C 2 1

  6. Machine-Learning-Collection Machine-Learning-Collection Public

    Forked from aladdinpersson/Machine-Learning-Collection

    A resource for learning about ML, DL, PyTorch and TensorFlow. Feedback always appreciated :)

    Python 2