Code Monkey home page Code Monkey logo

unpossiblymachinelearning_instagram's Introduction

UnpossiblyMachineLearning_Instagram

Unpossibly Machine Learning Competition

Welcome to the Instagram Machine Learning Competition!

On this repo I will share my implementation to this challenge

Mi first competition πŸ˜„

Why predict photo popularity?

AI / Machine Learning is the key to the future

A successful solution to this challenge could open doors to further interesting applications of this kind of technology. Imagine smart camera apps that could suggest compositions on the fly or powerful filtering in your social media feeds based on a deeper understanding the kind of visual content you like or dislike. Imagine going on a vacation and a drone follows you about taking photos for you based on the types of compositions, angles and lighting styles that it knows you like, arranging them neatly in your camera roll for you to upload later.

My Implementation

Data Analysis

  1. Analyze given Data (JS)
    • Here I decide to use Watson Visual Recognition API, from IBM Watson Developer Cloud
  2. Separate Data per User (JS)
  3. Add Watson Classes (JS)
  4. Generate Train Data (JS)
    • Prepare CSV for Python Implementation

Train Model

Python, Training Multiple Linear Regression Model

Live Predictions

Python, Live Prediction, used trained model.

Model

  • Design
  • Possible Improves
    • If someone wants to continue, here some ideas πŸ˜„
Thanks

Thanks Unpossibly for the oportunity πŸ˜„

Innovation Lab UG @InnovationLabUG Innovation Lab UG

Author

Bonnie MiliΓ‘n @BonnieMilianB

unpossiblymachinelearning_instagram's People

Contributors

bonniemilian avatar

Stargazers

Kyle Passarelli avatar  avatar Sam Teahan avatar Andreas Asprou avatar Angel Ortega (he/they) avatar Dwicao avatar Rex Low avatar Marcos Javier Alvarez Maestre avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    πŸ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. πŸ“ŠπŸ“ˆπŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❀️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.