Code Monkey home page Code Monkey logo

data-science-beginner-projects's Introduction

Data Science Projects

  • Constructed a Logistic regression model to predict if the user will click on and ad or not.
  • Constructed histograms, jointplots and pairplots for feature understanding.
  • Used Standard Scaler to fit transform the data.
  • Achieved an accuracy score of 96%. Provided the confusion matrix and classification report.
  • Libraries used: Sci-kitlearn, Matplotlib, Pandas, Numpy, Seaborn

  • Constructed a kNN classification model to predict the species of a flower.
  • Constructed stripplots to visualize the correlation between the attributes of a flower.
  • Analysed attributes using jointplots and histplots.
  • Using the elbow method, determined the optimal 'K' value for the model.
  • Achieved an accuracy score of 97%. Calculated the accuracy score, classification report and confusion matrix.
  • Libraries used: Scikit-learn, Pandas, Numpy, Matplotlib, Seaborn

  • Analyzing for the average app rating on the app market using a histogram.
  • Constructed joint plots for “app price vs rating” and “app size vs rating”.
  • Exploration of ‘app price vs category’ using stripplots.
  • Box plot analysis of sentiment polarity for paid vs. free apps
  • Libraries used: Pandas, Numpy, Matplotlib, Seaborn

  • Visualized Nobel Prize winners from 1901-2016 using Seaborn library to create plots such as lmplot, scatterplot, lineplot, etc.
  • Libraries used: Pandas, Numpy, Matplotlib, Seaborn

data-science-beginner-projects's People

Contributors

satyamedhasp avatar

Watchers

 avatar

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.