ShyrenMore / sem08

A compilation of codes for SMA, DC, ADS

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Table of Contents

Social Media Analytics

  • Community Detection using Girvann-Newmann
  • Content Analysis/Topic Modelling
  • Hashtag analysis
  • Location analysis
  • Sentiment analysis using TextBlob
  • Trend analysis
  • User Engagement analysis

Applied Data Science

  • Descriptive statistics
  • Performing Data Imputation
  • Data visualization
  • Evaluation of performance metrics using supervised learning
  • Evaluation of performance metrics using unsupervised learning
  • Outlier detection using K-means and DBSCAN algorithm
  • Synthetic Minority Oversampling Technique (SMOTE)
  • Inferential statistics

Distributed Computing

Java codes

  • Program to simulate Group Communication
  • Program to simulate Inter process Communication (IPC)
  • Program to simulate Multithreading
  • Program to simulate Berkleys' clock synchronization
  • Program to simulate Global averaging method
  • Program to simulate simple Load Balancing

Python codes

  • Program to simulate Banker's algorithm for generating safe sequence/deadlock prevention
  • Program to simulate Bully Election algorithm
  • Program to simulate Raymond Tree (Non-Token based mutual exclusion) algorithm
  • Program to simulate Ricart Agrawala (Non-Token based mutual exclusion) algorithm

Steps of downloading zip file of codes

curl -L -O https://github.com/shyrenmore/sem08/archive/main.zip

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