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Karandeep Nanda's Projects

backdrop-repo icon backdrop-repo

This is just an example repository for Backdrop Build Hackathon

brain-tumor-detection icon brain-tumor-detection

Deep learning model using a fine-tuned ResNet-50 architecture to detect brain tumors in MRI images

breast-cancer_detection icon breast-cancer_detection

Usage of different Statistical analyses to determine which one is the most accurate for Breast Cancer Detection.

covid19-predictive-analysis icon covid19-predictive-analysis

This project employs time series analysis to forecast COVID-19 trends, utilizing SARIMA and ARIMA models to predict confirmed cases and deaths, respectively. The comprehensive code, featuring data preprocessing, exploratory data analysis, and model comparisons, provides a valuable resource for understanding and predicting the pandemic's impact.

dna-decoder icon dna-decoder

Convert your favourite gene sequence(s) into an amino acid(s) with this python script!

llama-transformer icon llama-transformer

LLaMA is an innovative text completion system powered by Transformer-based models, designed specifically for natural language processing tasks. Built using PyTorch, LLaMA implements cutting-edge deep learning techniques such as self-attention mechanisms and feed-forward networks to provide accurate and contextually relevant text completions.

mnist-classifier-from-scratch icon mnist-classifier-from-scratch

This project compares the training and evaluation of MNIST digit classification using PyTorch and Numpy. It showcases Numpy's capability, outperforming PyTorch during training with higher accuracy.

neurobio-212 icon neurobio-212

Notes and lecture slides that taken from Neurobio 212 class at Harvard found online

nlp-web-app icon nlp-web-app

The NLP Based Web App utilizes advanced transformers and NLP techniques for text summarization, sentiment analysis, named entity recognition (NER), text completion, and question answering.

spatial-rna-analysis icon spatial-rna-analysis

This project employs Scanpy in Python for analyzing spatial transcriptomics data, encompassing preprocessing, quality control, clustering, and marker gene identification, resulting in informative visualizations to reveal gene expression patterns and cellular interactions within tissue samples.

squidpy icon squidpy

Explore spatial organization of a mouse brain coronal section with Scanpy and Squidpy in this GitHub repository. Analyze cell interactions, visualize distributions, and uncover patterns using various data exploration and spatial analysis techniques.

stable-diffusion-model icon stable-diffusion-model

This repository features a VAE for image enhancement, a Diffusion model for image generation, and CLIP embedding for versatile text and image embeddings, all in PyTorch.

transformer icon transformer

This repository provides a PyTorch implementation of the Transformer model, a powerful architecture for various natural language processing tasks. It offers modularity, flexibility, and customizable hyperparameters, making it suitable for tasks like machine translation and text generation.

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