K-nearest neighbors (KNN) is a supervised machine learning algorithm that is used for classification and regression tasks. It works by finding the K nearest data points to a given input and using their labels to predict the label for the input.

The Loan Prediction project aims to determine whether a loan should be approved or rejected by considering various factors. It uses various machine learning algorithms to reach out the best result.

Supervised and unsupervised analysis

Using Machine Learning to predict the likelihood of a loan default using a loan data set obtainable from Kaggle. I employed Classification for the building the machine learning models as the target variables were binary, 0 and 1 representing no default and defaulted.

Collection of Machine Learning Notebook files

A comprehensive set of programs demonstrating machine learning techniques have been made.

Implementation of KNN Classifier, Random Forest Classifier, Logistic Regression

This repository is a testament to the potential of machine learning in medical diagnostics, showcasing how cutting-edge algorithms and rigorous data preprocessing techniques can result in highly accurate predictions.

A multi-output-text-classifier model which can predict the drug uses, dosages and side effects of a particular drug based on a short description of that drug. If the model finds no matching drug with the input, it can suggest some relevant drugs too.

Predicting whether a person will become a diabetes based on several diagnostic measurements

I used lending data to create machine learning models that classify the risk level of given loans. Specifically, I compared the performance of the Logistic Regression model and the Random Forest Classifier.

Image Classification

Code for logistic regression classification from scratch. This project helps one understand the inner workings of this classification algorithm.

Implementation of all standard unsupervised & supervised learning algos from scratch

Text Mining terms of service 🔏💻

ML Backend for TechBhet.com that does text classification on FB Group posts.

Introduction to Machine Learning: Machine Problems and Assignments

Regularized Logistic Regression