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AkashKobal committed Dec 19, 2023
2 parents a63e604 + f7fcfdf commit 8353284
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39 changes: 39 additions & 0 deletions .github/workflows/python-app.yml
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# This workflow will install Python dependencies, run tests and lint with a single version of Python
# For more information see: https://docs.github.com/en/actions/automating-builds-and-tests/building-and-testing-python

name: Python application

on:
push:
branches: [ "main" ]
pull_request:
branches: [ "main" ]

permissions:
contents: read

jobs:
build:

runs-on: ubuntu-latest

steps:
- uses: actions/checkout@v3
- name: Set up Python 3.10
uses: actions/setup-python@v3
with:
python-version: "3.10"
- name: Install dependencies
run: |
python -m pip install --upgrade pip
pip install flake8 pytest
if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
- name: Lint with flake8
run: |
# stop the build if there are Python syntax errors or undefined names
flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
# exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide
flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics
- name: Test with pytest
run: |
pytest
21 changes: 21 additions & 0 deletions LICENSE
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MIT License

Copyright (c) 2023 AKASH KOBAL

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
22 changes: 19 additions & 3 deletions README.md
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# Applied-Data-Science
# Data-Science
1) Python
2) Jupyter Notebook
3) Numpy
4) Pandas
5) Matplotlib for data visualization
6) Machine Learning using sklearn
7) Deep learning using tensorflow 2.0

<h3>Data Science Project</h3>

1. Big Mart Sales Prediction<br>
2. Credit Card Fraud Detection<br>
3. Mashroom Classification<br>
4. Iris Prediction<br>
5. Heart Disease Prediction<br>
6. Stock Price Prediction<br>

<h3>Tutorial (Code)</h3>
<h3> Machine Learning</h3>
1. Linear Regression Single Variable<br>
2. Linear Regression Multiple Variable<br>
3. Gradient Decent and Cost Function<br>
4. Save Model Using Joblib and Pickle<br>
5. Dummy Variable and One Hot Encoding<br>
6. Training and Testing Data<br>
6. Training and Testing Data<br>
7. Logistic Regression (Binary Classification)<br>
8. Logistic Regression (Multiclass Classification)<br>
9. Decision Tree<br>
10. Support Vector Machine (SVM)<br>

<h3> Deep Learning</h3><br>
1. [Potato Disease Classification](https://github.com/AkashKobal/potato-disease-classification.git)

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