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Puja Saha's Projects

3d-segmentation-tensorflow icon 3d-segmentation-tensorflow

This repository is intended to contain all materials related to the 3D Kidney Tumor Segmentation project I am currently working on. Thank you.

house-price-prediction-sklearn icon house-price-prediction-sklearn

Explore our repository dedicated to residential property price prediction through a spectrum of machine learning models. From Linear Regression to Decision Trees, Gradient Boosting, Random Forest, and more, delve into our fine-tuned analysis encompassing various regression methods.

human-pose-estimation-pytorch icon human-pose-estimation-pytorch

Welcome to our repository dedicated to human pose estimation using deep learning techniques, particularly Convolutional Neural Networks (CNNs). Explore the 'main.ipynb' notebook, where we implement regression to identify 14 key points on the human body. Our findings and insights are detailed in the accompanying reports.

job-market-analysis-pyspark icon job-market-analysis-pyspark

Explore this repo for a big data-driven project involves exploratory data analysis and salary prediction for the global job market from 2021 to 2023, encompassing over 1.6 million records. Using PySpark for EDA, the project uncovered exciting insights and achieved salary predictions with an RMSE error of approximately $10K. Thank You

medical-chatbot-llm-rag icon medical-chatbot-llm-rag

This repository contains the code for a chatbot that utilizes a large language model with retrieval-augmented generation (RAG), trained on reliable medical datasets from PubMed. The chatbot achieves 96.7% context precision, 95% context recall, 85% faithfulness, 73% answer relevancy, and 69.4% answer correctness in its responses.

miscellaneous icon miscellaneous

About "Welcome to 'Big Data Projects,' a realm of big data-driven projects. Here, we blend web scraping, Pandas, and Spark for insightful exploratory data analysis. Immerse yourself in dynamic data visualizations using Matplotlib and Seaborn, and predictive analysis through machine learning, including advanced bagging and boosting techniques.

processing-nifti-nilearn icon processing-nifti-nilearn

This repository will contain visualization code and different preprocessing methods for 3D CT data in NIfTI format.

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