Code Monkey home page Code Monkey logo

dscwow_knox's Introduction

Future and Present Weather Predictor DSC Wow ⛅

For DSC WOW Hackathon 2020

[implemented by Scikit-learn]

Summary
Predicted daily temperature using multiple Linear Regression models & MLP with Scikit-learn, score = 0.85
Goal:
Using local weather station data of Bhubaneswar from SMHI Open Data to predict temperature for the next 24 hours by using
different Machine Learning Algo

Raw Data:
SMHI Open Data of Bhubaneswar, Odisha, India weather station (2007.01.01 - 2020.12.13)

ML Algorithms (Scikit-learn):
linear_model.LinearRegression
linear_model.Lasso
linear_model.Ridge
neural_network.MLPRegressor

Plotting:
matplotlib

Envs:
Anaconda and Python 2.7

Packages:
conda create -n weather_prediction_py27 python=2.7
conda install numpy pandas matplotlib scikit-learn
conda install spyder

Run Steps:
% git clone https://github.com/Swastik2000/DSCWOW_KNOX
% python weather_prediction.py
or using spyder to run weather_prediction.py (Recommended)

Sample Outputs:

  • Command Line Outputs:

  • Plotting Outputs:
    sample_plot_1
    sample_plot_2
    sample_plot_3

Project Contributors

  • Sourav Bera
  • Swastik Mishra
  • Ayush Agrawal

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    🖖 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. 📊📈🎉

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.