https://github.com/anu-gtb/campus-placement

https://github.com/anu-gtb/campus-placement

campus-placement cassandra-database data-science jupyter-notebook logistic-regression machine-learning prediction-model streamlit webapp

Last synced: over 1 year ago
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• Host: GitHub
• URL: https://github.com/anu-gtb/campus-placement
• Owner: anu-gtb
• Created: 2024-07-07T11:26:56.000Z (almost 2 years ago)
• Default Branch: main
• Last Pushed: 2024-11-08T16:27:10.000Z (over 1 year ago)
• Last Synced: 2025-01-22T02:30:07.067Z (over 1 year ago)
• Topics: campus-placement, cassandra-database, data-science, jupyter-notebook, logistic-regression, machine-learning, prediction-model, streamlit, webapp
• Language: Jupyter Notebook
• Homepage: https://campus-placement-rea9jkscbliwefrgvubqwc.streamlit.app
• Size: 395 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# Campus-Placement 

This is a Machine Learning-based prediction project in which the task is to predict whether a student may get placed or not on the basis of different academic factors.

Steps involved in implementation of this project are -:

1. Exploratory Data Analysis(EDA)

2. Data Preprocessing and Feature Extraction

3. Data Visualization

5. Model Training

6. Evaluation

7. API development

8. Deployment

Tools and Technologies used -:

1. Cassandra Database - For dataset

The dataset contains a total of 215 non-null rows and 15 columns.

2. Pandas - EDA 

3. Scikit-Learn, Scipy and StatsModels - Data Preprocessing and Feature Extraction

4. Matplotlib and Seaborn - Data Visualization

5. Logistic Regression - Final model training(best model chosen)

6. Scikit-Learn Metrics - Evaluation

7. Streamlit - For User Interface development

8. Streamlit Cloud - Deployment

Database Link -: https://astra.datastax.com/org/0dd23226-b7a5-45db-9a1d-73ce17d26290/database/a5524767-c3d6-41f9-a8af-ff6043cfd45e/data-explorer

![front](https://github.com/anu-gtb/Campus-Placement/assets/140297541/2f15e333-29ac-4457-b17d-73a8b276d686)

On clicking submit button at bottom,

![submit](https://github.com/anu-gtb/Campus-Placement/assets/140297541/d325d2d7-a952-4606-bbde-532888c8de3f)

We get the output as Placed/Not Placed -:

![Screenshot (178)](https://github.com/anu-gtb/Campus-Placement/assets/140297541/30fb59ba-9cb0-4ca9-934c-954b15bc5a29)