https://github.com/blankscreen-exe/tsf_datascience

Repo for all TSF internship tasks
https://github.com/blankscreen-exe/tsf_datascience

data-analysis data-mining data-mining-algorithms python

Last synced: 2 days ago
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Repo for all TSF internship tasks

• Host: GitHub
• URL: https://github.com/blankscreen-exe/tsf_datascience
• Owner: Blankscreen-exe
• Created: 2021-11-09T08:17:00.000Z (about 3 years ago)
• Default Branch: main
• Last Pushed: 2022-04-19T16:25:45.000Z (over 2 years ago)
• Last Synced: 2024-11-11T04:30:49.802Z (2 months ago)
• Topics: data-analysis, data-mining, data-mining-algorithms, python
• Language: Jupyter Notebook
• Homepage:
• Size: 3.91 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# The Sparks Foundation Internship - Data Science & Business Analytics

This repo contains all of my [The Sparks Foundation Internship](https://internship.thesparksfoundation.info/) tasks for _Data Science_ and _Business Analytics_

### Task List:

- [x] **Prediction: using Supervised ML**

    - Predict student's percentage/grades based on the number of study hours

    - Use Linear Regression to solve the problem

- [x] **Prediction: using Unsupervised ML**

    - Determine the optimum number of clusters

    - Visualize the clusters

    - Use Iris dataset for this job

- [x] **Exploraroty Data Analysis: Retail**

    - Perform EDA on a Superstore dataset

    - As a business manager, try to find the weak areas to optimize profits

    - Derive the business problems according to the data

- [x] **Exploraroty Data Analysis: Terrorrism**

    - Perform EDA on a Global Terrorism dataset

    - As a security/defense analyst, try to find the hot zones for terrorism

    - Determine the security issues and insights from the data

- [x] **Exploraroty Data Analysis: Sports**

    - Perform EDA on a Indian Premier League dataset

    - As a sports analyst, find out the most successful teams, players and factors contributiong win/loss for a team

- [x] **Prediction: Using Decision Tree**

    - Create a Decision Tree Classifier

    - Visualize the classifier

    - Use Iris dataset for this job

- [ ] **Prediction: Using Numerical & Textual Analysis**

    - Create a hybrid model for stock price/performance prediction

    - Use numerical analysis of historic stock prices and sentimental analysis of news headlines

- [ ] **Prediction: Using Timeline Analysis**

    - Create a story board showing COVID-19 cases in your country and region

    - Use animation and annotations to create dashboards

    - Identify patterns and possible reasons helping COVID-19 spread with basic as well as advanced charts

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**Author:** *Muhammad Hammad Hassan*