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Saugata Paul's Projects

amazon-fine-food-reviews-analysis icon amazon-fine-food-reviews-analysis

This repository contains a series of experiments performed on the Amazon Reviews dataset. This includes data visualization techniques like PCA and T-SNE. It also includes curating, de-duping and cleaning the dataset to perform a series of NLP related tasks. You will learn about a series of models which includes KNN, Naive Bayes, Logistic Regression, SVMs, Decision Trees, GBDTs, XGBoosts, Random Forests etc. You weill also learn about applying clustering techniques like KMeans, Agglomerative clustering and DBSCAN. You will further learn about Matrix Factorization usng Truncated SVD followed by KMeans clustering.

animated-t-sne icon animated-t-sne

Dimensionality reduction technique using Animated T-Distributed Stochastic Neighborhood Embedding. This repository is for self reference.

auto-gpt icon auto-gpt

An experimental open-source attempt to make GPT-4 fully autonomous.

automates icon automates

I am lazy. I built a script to apply for jobs, swipe on bumble, and whatever comes next.

awesome-object-detection icon awesome-object-detection

Awesome Object Detection based on handong1587 github: https://handong1587.github.io/deep_learning/2015/10/09/object-detection.html

building-extremely-powerful-object-recognizers-using-very-little-data icon building-extremely-powerful-object-recognizers-using-very-little-data

In this repository I will build a state of the art object recognizer with extremely small data. Remember, building a state of the art object recogniser using deep learning is very simple if you have large chunks of data. However, if we have very little data, how can we get the best out of our models? Let's find out!

classification-pipeline icon classification-pipeline

This repository contains a pipeline for training classification models using pre trained model in keras. Readme will be updated with step by step process to use this pipeline.

cyclegan icon cyclegan

Software that can generate photos from paintings, turn horses into zebras, perform style transfer, and more.

data icon data

This repo contains dataset for 5 class animal classifier

deepfacelab_linux icon deepfacelab_linux

DeepFaceLab utilizes deep learning to recognize and swap faces in pictures and videos.

detectron2 icon detectron2

Detectron2 is FAIR's next-generation platform for object detection, segmentation and other visual recognition tasks.

eda-on-habermans-cancer-survival-dataset icon eda-on-habermans-cancer-survival-dataset

The task in this repository is to perform Exploratory Data Analysis on Habermans Cancer Survival Dataset. At the end of this, we will have an idea about a patient's 5 years survival rate given that he already has been detected with a positive Axillary lymph nodes.

ensemble-learning-blog icon ensemble-learning-blog

Ensemble Learning — Bagging, Boosting, Stacking and Cascading Classifiers in Machine Learning using SKLEARN and MLEXTEND libraries.

gpredict icon gpredict

Gpredict satellite tracking application

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