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Machine Learning

ML models and predictive analytics wrapped in Django web apps with REST APIs and MySQL.

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Overview

I turn data into working products. From predictive analytics tools that deliver data-driven forecasts to recommendation and resume-screening systems, I build the model side and the web application around it, so the result is something people can actually use, not just a notebook.

What you get

Predictive analytics tools that turn structured inputs into forecasts and business insight

Recommendation and matching systems, such as job recommendation with compatibility scoring

ML model integration into a Python Django application

REST APIs for connecting the model with other systems

MySQL storage for records, results and history

Dashboards and admin screens for reviewing results

How we work together

  1. 1

    Problem and data

    We define the question to answer and look at the data that is available.

  2. 2

    Model selection

    Choosing an approach that fits the problem and the amount of data.

  3. 3

    Integration

    The model is wrapped in a Django backend with REST APIs and a simple interface.

  4. 4

    Testing

    Checks on the outputs and on how the application behaves with real inputs.

  5. 5

    Deployment

    The application is deployed and handed over with its source and setup notes.

Technology stack

Python

data handling and model code

Machine Learning models

prediction, ranking and recommendation

Django

backend, admin and web interface

REST APIs

integrations and data exchange

MySQL

database

HTML5, CSS3, JavaScript

front end

Git

version control

Good fit for

Forecasting and reporting toolsRecommendation systemsResume screening and candidate matchingBusiness intelligence from structured data

Reference screenshots

AI Based Job Recommendation & Resume Screening
This web application provides job recommendation and resume shortlisting
AI Restaurant Recommendation System
This web application provides recommended restaurants and cuisine based on sentiment analysis
AI Job Recommendation dashboard
Job recommendations ranked by resume compatibility

Related projects

AI-Based Job Recommendation & Resume Screening System coverAI-Based Job Recommendation & Resume Screening System

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