Kunjal Panchal

Code for "Thinking Forward: Memory-Efficient Federated Finetuning of Language Models" (NeurIPS 2024). Spry is a federated learning algorithm that enables finetuning LLMs using Forward-mode Auto Differentiation; to achieve low memory footprint, high accuracy, and fast convergence.

Python 9 1 Updated: 2025-03-04

Code for "Flow: Per-Instance Personalized Federated Learning" (NeurIPS 2023). Flow addresses the challenge of statistical heterogeneity in federated learning through creating a dynamic personalized model for each input instance through a routing mechanism.

Python 9 2 Updated: 2024-11-29

A novel multimodal fusion model to classify 6 classes of emotions from visual, verbal, and vocal features of a person’s speech in CMU-MOSEI dataset.

Jupyter Notebook 5 0 Updated: 2023-04-25

Final Year Project (BEngg at MSU, Vadodara) on Skin Cancer Detection using Matlab Image Processing Toolbox

MATLAB 5 6 Updated: 2025-04-23

I have used the ExtraSensory data set. This is a human activity recognition data set containing data from 60 individuals. The task that I will focus on, is probabilistic activity forecasting. Given a sub-dataframe consisting of between one and 30 consecutive observations for a single individual and a timestamp value t, the objective is to predict the (log) probability that each of the five labels (label:LYING_DOWN, label:SITTING, label:FIX_walking, label:TALKING, label:OR_standing) is active (e.g., takes the value 1) at the future specified time, t.

Python 2 0 Updated: 2024-09-12

In digital cameras the red, blue, and green sensors are interlaced in the Bayer pattern. The missing values are interpolated to obtain a full color image. In this project, I implemented several interpolation algorithms.

C++ 2 0 Updated: 2024-03-03

My reviews of the research published for computer architecture which includes: Methodology, Experience, Wearout, Memory, Cache, Multithreading, Prediction, Pipelining, Instruction-level Parallelism, Branch Prediction, Virtualization, Secondary Storage, Security, Parallelism, Data Parallelism, Data Centers

undifined 1 0 Updated: 2024-05-09

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Python 0 0 Updated: 2025-04-29

Template for my portfolio website, built using GatsbyJS. - https://astuary.github.io/Kunjal/

JavaScript 0 0 Other Updated: 2023-09-25

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Jupyter Notebook 0 3 Updated: 2022-12-29

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ShaderLab 0 0 Updated: 2022-02-05

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Python 0 0 Updated: 2023-04-17

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The best time to plant a tree was 20 years ago. The second best time is now.