Pinned Repositories
bayesian-inference-ml-with-PyStan
Probabilistic modeling through Bayesian inference using PyStan with demonstrative case study experiments from Christopher Bishop's Model-based Machine Learning.
few-shot-dermoscopic-image-analysis
Skin lesion image analysis that draws on meta-learning to improve performance in the low data and imbalanced data regimes.
funded-project-tracker
A web-based platform to manage resources and grants for research projects at universities. Deployed for use at Anna University, India.
FungiCLEF-2022-using-Network-Ensembles
Scripts, figures and working notes for the participation in FungiCLEF-2022, part of the 13th CLEF Conference, 2022
ImageCLEFmedical-captioning-2023
Scripts, figures, and working notes for the participation in ImageCLEFmedical, part of the 14th CLEF Conference, 2023.
LocateMyBus
IoT and ML to assuage the uncertainty in city bus schedules. Track live running status and avail tentative schedule of buses. Minimal IoT setup with a central ML-driven web-backend.
lung-tumor-classification
Deep-learning based classification pipeline for subtyping lung tumors from histology. Study design and codebase to analyze the impact of nucleus segmentation on subtyping.
room-slot-booking
A feature-wise pluggable and/or entirely replicable Python Django web-application to centrally manage time or resource slots for events. Deployed at a state-level event for resource management.
task-manager-cli-boilerplate
Code walkthrough, with incremental unit tests, to build a command line task manager application. Boilerplate code written in C for a guided capstone project.
Dubai-Satellite-Imagery-Multiclass-Segmentation
Simulation and performance analysis of 3 benchmark models (Standard U-Net, U-Net with Resnet backbone & U-Net with DeepLabV3+ backbone) for Multiclass Semantic Segmentation of Satellite Images.
karthik-d's Repositories
karthik-d/LocateMyBus
IoT and ML to assuage the uncertainty in city bus schedules. Track live running status and avail tentative schedule of buses. Minimal IoT setup with a central ML-driven web-backend.
karthik-d/funded-project-tracker
A web-based platform to manage resources and grants for research projects at universities. Deployed for use at Anna University, India.
karthik-d/room-slot-booking
A feature-wise pluggable and/or entirely replicable Python Django web-application to centrally manage time or resource slots for events. Deployed at a state-level event for resource management.
karthik-d/task-manager-cli-boilerplate
Code walkthrough, with incremental unit tests, to build a command line task manager application. Boilerplate code written in C for a guided capstone project.
karthik-d/few-shot-dermoscopic-image-analysis
Skin lesion image analysis that draws on meta-learning to improve performance in the low data and imbalanced data regimes.
karthik-d/ImageCLEFmedical-captioning-2023
Scripts, figures, and working notes for the participation in ImageCLEFmedical, part of the 14th CLEF Conference, 2023.
karthik-d/lung-tumor-classification
Deep-learning based classification pipeline for subtyping lung tumors from histology. Study design and codebase to analyze the impact of nucleus segmentation on subtyping.
karthik-d/bayesian-inference-ml-with-PyStan
Probabilistic modeling through Bayesian inference using PyStan with demonstrative case study experiments from Christopher Bishop's Model-based Machine Learning.
karthik-d/FungiCLEF-2022-using-Network-Ensembles
Scripts, figures and working notes for the participation in FungiCLEF-2022, part of the 13th CLEF Conference, 2022
karthik-d/todo-cli-rescript
An interactive command line task management application built with typed functional programming in ReScript (Ocaml, JSooC). Starter CLI template for typed-JS.
karthik-d/active-learning-boilerplate
Templated boilerplate for experiments in Active and Ensemble Learning.
karthik-d/assembling-blocks-of-Dall.E-Mini
Content repository for Intn'l Conf. Workshop on Dall.E-Mini and Image Generative Models at ICCIDS '23.
karthik-d/authenticated-todo-api-from-scratch
A bottom-up implementation of OAuth2 authenticated Todo API endpoints using Flask RESTplus and vanilla Flask.
karthik-d/Internet-Programming-LabWork
Programs, reports, documentation and screenshots as part of the Internet Programming lab course
karthik-d/lesion-characterization-using-cgan
Analysis of the dermoscopic image processing pipeline toward optimally segmenting skin lesion regions and classifying lesion types using adversarial and generative deep learning.
karthik-d/nyc-taxi-dataset-eda
Clearning, transformation and analysis large datasets as part of coursework for UCS1629: Data Warehousing and Data Mining.
karthik-d/SnakeCLEF-2021
Notebooks and references for the submission to SnakeCLEF, 2021 edition.
karthik-d/SnakeCLEF-2022-using-Network-Ensembles
Scripts, figures and working notes for the participation in SnakeCLEF-2022, part of the 13th CLEF Conference, 2022
karthik-d/biophysical-modeling-with-matlab
Mathematical modeling of simple biological systems using Matlab. Part of coursework in Introductory Physical and Engineering Biology.
karthik-d/dynamical-modeling-of-biological-systems
Bottom-up dynamical modeling of biological systems using ordinary, partial, and stochastic differential equations.
karthik-d/em-clustering-sc-transcriptomics
Expectation-Maximization-based clustering algorithm to identify groups defined by biological variates as clusters in single-cell transcriptomic data.
karthik-d/Graphics-and-Multimedia-LabWork
Programs, reports, documentation, and screenshots implemented and designed for the laboratory coursework on UCS1712: Graphics and Multimedia course.
karthik-d/image-clef-medical-gan-2023
Scripts, figures, and working notes for the participation in ImageCLEFmedical GANs task, part of the 14th CLEF Conference, 2023.
karthik-d/maxent-parameter-inference
Maximum Entropy (MaxEnt) parameter inference in biological networks.
karthik-d/rna-protein-autoencoder
Prediction of surface protein expression from mRNA expression using a regression auto-encoder neural network.
karthik-d/sympy
A computer algebra system written in pure Python.
karthik-d/text-conditioned-image-diffusion
karthik-d/toupee-refbase
A library for Deep Learning Ensembles. Base version for building atop.
karthik-d/type-inference-tools-playground
Resource compilation, experiments, and tests on Symbolic Execution, Type Inference and Property-Guided Testing of python programs
karthik-d/Vision-For-Robot-Path-Planning
Vision-based path planning for Mobile Robots