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  • License
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  • Created about 4 years ago
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Repository Details

📌 This repo. Contains Basic - Advance level Data science / Machine learning / business analysis Projects. 👨‍💻



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Problem statement :

  • Predict the percentage of an student based on the no. of study hours.
  • This is a simple linear regression task as it involves just 2 variables.
  • You can use R, Python, SAS Enterprise Miner or any other tool.
  • What will be predicted score if a student studies for 9.25 hrs/ day?
  • Here is the dataset : Dataset.csv

Solution: Prediction using Supervised ML

Demo: Prediction using Supervised ML




Problem Statement:

  • From the given ‘Iris’ dataset, predict the optimum number of clusters and represent it visually.
  • Use R or Python or perform this task
  • Here is the dataset : Dataset.csv

Solution: Prediction using UnSupervised ML

Demo: Prediction using Unsupervised ML




Problem Statement:

  • Perform ‘Exploratory Data Analysis’ on dataset ‘Retail(Dataset).csv’
  • As a business manager, try to find out the weak areas where you can work to make more profit.
  • What all business problems you can derive by exploring the data?
  • You can choose any of the tool of your choice
    (Python/R/Tableau/PowerBI/Excel/SAP/SAS)
  • Here is the dataset : Dataset.csv


Solution: Exploratory Data Analysis-Retail

Demo: Exploratory Data Analysis-Retail




Problem Statement:

  • Create the Decision Tree classifier and visualize it graphically.
  • The purpose is if we feed any new data to this classifier, it would be able to predict the right class accordingly.
  • Use R or Python or perform this task
  • Here is the dataset : Dataset.csv

Solution: Prediction using DecisionTreeAlgorithm

Demo: Prediction using Decision Tree Algorithm




Problem Statement:

  • Perform ‘explore Business Analytics’ on dataset ‘superstore.csv’

  • What all business problems you can derive by exploring the data?

  • You can choose any of the tool of your choice
    (Python/R/Tableau/PowerBI/Excel/SAP/SAS)

  • Here is the dataset : Dataset.csv

Solution: To explore Business Analytics

Demo: To explore Business Analytics




Problem Statement:

  • Perform ‘Exploratory Data Analysis’ on dataset ‘Global Terrorism’
  • As a security/defense analyst, try to find out the hot zone of terrorism.
  • What all security issues and insights you can derive by EDA?
  • You can choose any of the tool of your choice (Python/R/Tableau/PowerBI/Excel/SAP/SAS)
  • Here is the dataset : Dataset.csv

Solution: Exploratory Data Analysis - Terrorism

Demo: Exploratory Data Analysis - Terrorism




Problem Statement:

  • Perform ‘Exploratory Data Analysis’ on dataset ‘Indian Premier League’
  • As a sports analysts, find out the most successful teams, players and factors
    -contributing win or loss of a team.
  • Suggest teams or players a company should endorse for its products.
  • You can choose any of the tool of your choice (Python/R/Tableau/PowerBI/Excel/SAP/SAS)
  • Here is the dataset : Dataset.csv

Solution: Exploratory Data Analysis - Sports

Demo: Exploratory Data Analysis - Sports




Problem Statement:

  • Objective: Create a hybrid model for stock price/performance prediction using numerical analysis of historical stock prices, and sentimental analysis of news headlines
  • Stock to analyze and predict - SENSEX (S&P BSE SENSEX)
  • Use either R or Python, or both for separate analysis and then combine the findings to create a hybrid model
  • You are free to select a different stock to analyze and news dataset as well while not changing the objective of the task.
  • Here is the dataset :

Solution: Stock Market Prediction using Numerical and Textual Analysis

Demo: Stock Market Prediction using Numerical and Textual Analysis




Problem Statement:

  • Create a storyboard showing spread of Covid-19 cases in your country or any region (Asia, Europe, BRICS etc) using Tableau, Power BI or SAP

  • Identify interesting patterns and possible reasons helping Covid-19 spread with basic as well as advanced charts

  • Here is the dataset :

Solution: Timeline Analysis : Covid-19

Demo: Timeline Analysis : Covid-19



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