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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 | ||
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name: Python application | ||
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on: | ||
push: | ||
branches: [ "main" ] | ||
pull_request: | ||
branches: [ "main" ] | ||
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permissions: | ||
contents: read | ||
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jobs: | ||
build: | ||
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runs-on: ubuntu-latest | ||
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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 |
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MIT License | ||
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Copyright (c) 2023 AKASH KOBAL | ||
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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: | ||
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The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
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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. |
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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 | ||
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<h3>Data Science Project</h3> | ||
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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> | ||
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<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> | ||
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<h3> Deep Learning</h3><br> | ||
1. [Potato Disease Classification](https://github.com/AkashKobal/potato-disease-classification.git) |