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Amol Marathe's Projects

indexed-search-tool-python-capstone-project icon indexed-search-tool-python-capstone-project

This is a capstone project in python to develop entire full text index search tool to be capable of indexing several files and enable a quick textual search capability in all files' contents.

k-nearest-neighbors-classification-demo icon k-nearest-neighbors-classification-demo

This is to demonstrate how KNeighbors classification model can be used for a classification problem in machine learning. It will help to understand the basic steps in developing KNN model and verifying the prediction accuracy as well as confidence measure/probability of model's predictions.

k-nearest-neighbors-classification-in-python icon k-nearest-neighbors-classification-in-python

### This is to demonstrate how KNN classification algorithm can be developed in pure python WITHOUT using Scikit learn library. It will help to understand the fundamentals of mathematics behind KNN Classification method of machine learning

linear-regression-demo icon linear-regression-demo

There is considerable ambiguity about the concepts of machine learning methodologies and best practices in its implementation among the budding data scientists. This repository consists of simplest possible explanation of solving a real-world problem using linear regression method. It will explain end to end process from data analysis to actual predictions.

linear-regression-in-python icon linear-regression-in-python

This is to demonstrate how linear regression can be achieved in pure python WITHOUT using Scikit learn library. It will help to understand the fundamentals of mathematics behind linear regression method of machine learning

linear-support-vector-machines-demo icon linear-support-vector-machines-demo

This is to demonstrate how support vector machines can be used for a classification problem in machine learning. It will help to understand the basic steps in developing SVC model and verifying the prediction accuracy.

suport-vector-machines-in-python icon suport-vector-machines-in-python

### This is to demonstrate how support vector machines algorithm can be developed in pure python WITHOUT using Scikit learn library. It will help to understand the fundamentals of mathematics behind support vector machines of machine learning

weather-app icon weather-app

Demonstration of how to use Python to create web applications using flask, web APIs and modular programming. Deployment can be using Docker, Heroku-cloud or local.

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