Open in app

Sign In

Write

Sign In

Aakash Kedia
Aakash Kedia

18 Followers

Home

About

Pinned

Community Detection & Network Analysis of the Stock Market in Python & R — Part 1

Hello Readers, This is my first post on Medium and I am very excited to share it with y’all. I will be explaining in the most simple way how you can use unsupervised machine learning tools like Community Detection and Network Analysis algorithms such as Louvain and Girvan-Newman to determine…

Python

4 min read

Community Detection & Network Analysis of the Stock Market in Python & R — Part 1
Community Detection & Network Analysis of the Stock Market in Python & R — Part 1
Python

4 min read


Nov 10, 2020

Predicting Spotify Bangers and Classifying Genres with Supervised ML Algorithms

You can find the whole project and dataset here: https://www.kaggle.com/akiboy96/spotify-song-popularity-genre-prediction The dataset we will explore, analyze and model on will be the Spotify dataset that contains song information over the decades. The dataset essentially has information about the song such as, track name, artist name, danceability, key of the song…

Spotify

4 min read

Supervised Machine Learning Algorithms to Predict Spotify Bangers and Classify Genre
Supervised Machine Learning Algorithms to Predict Spotify Bangers and Classify Genre
Spotify

4 min read


Oct 1, 2020

Building your Long Term Portfolio using Unsupervised ML with Community Detection Analysis in Python & R

We finally get to the Portfolio Building where we can try to beat the SPY average returns Year over Yer (YoY). The whole code base can be found here: To build the portfolio based on the correlation of stock prices in the S&P 500, we will use network centrality as…

Stock Market

8 min read

Community Detection & Network Analysis of the Stock Market in Python & R — Part 3
Community Detection & Network Analysis of the Stock Market in Python & R — Part 3
Stock Market

8 min read


Published in

Analytics Vidhya

·Sep 28, 2020

Community Detection & Network Analysis of the Stock Market in Python & R — Part 2

This is a continuation of the previous blog which showcased data scraping and cleaning. We will now move to modelling our network and form communities using clustering algorithms that will eventually be used to create our portfolio that could beat the SPY average YoY return of 8.93%. Part 2: Modelling This end to…

Community Detection

7 min read

Community Detection & Network Analysis of the Stock Market in Python & R — Part 2
Community Detection & Network Analysis of the Stock Market in Python & R — Part 2
Community Detection

7 min read

Aakash Kedia

Aakash Kedia

18 Followers

CS, music and football in no particular order

Following
  • Tony Yiu

    Tony Yiu

  • Alessandro Butler

    Alessandro Butler

  • Arunn Thevapalan

    Arunn Thevapalan

  • Purvanshi Mehta

    Purvanshi Mehta

  • Joseph Gefroh

    Joseph Gefroh

See all (44)

Help

Status

Writers

Blog

Careers

Privacy

Terms

About

Text to speech

Teams