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+# ML-Redefining-Cancer-Treatment :stethoscope:
+
+- Personalized Medicine: Redefining Cancer Treatment.
+- Predict the effect of Genetic Variants to enable Personalized Medicine.
+
+* Medical Domain AI Solution :pill:
+
+* Credit & thanks to teclov.
+
+* Kaggle link: https://www.kaggle.com/c/msk-redefining-cancer-treatment
+
+* Most exiting part is, real world problem statement and dataset availability.
+
+## Tech stack :point_down:
+Python | Machine Learning | NLP | VS Code :computer:
+
+## Dataset :point_down:
+1. In the project "training_text" file is missing under "training" directory (due to upload file size limit). Please find it in the kaggle link provided above.
+
+## How to run ? :point_down:
+1. Clone/Download the project from github.
+2. Open project in Pycharm/VS Code.
+3. Run "run.py" file or Run by highlighting snippets of code.
+
+## Application directory structure :point_down:
+![](https://github.com/Akshaykumarcp/ML-Redefining-Cancer-Treatment/blob/main/directoryStructure.jpg)
+
+## Lessons learnt :open_book:
+* Important business metrics to consider before modelling such as Interpretability, Latency, Due to medical  domain very less error etc.
+* Merge dataframes based on IDs.
+* EDA & Viz.
+* Log loss evaluation metrics.
+* Laplace smoothing.
+* Callibirated classifier.
+* Stochastic gradient descent. 
+* Response encoding technique.
+* Feature importance.
+* Finally, python :smile:
+
+## License :point_down:
+[<img align="left" alt="" width="52px" src="https://icon-icons.com/icons2/2649/PNG/512/mit_license_icon_160873.png" />](https://spdx.org/licenses/MIT.html)
+
+<br/><br/>
+
+### Connect with me :point_down:
+
+[<img align="left" alt="" width="22px" src="https://simpleicons.org/icons/linkedin.svg" />](https://www.linkedin.com/in/akshay-kumar-c-p/)
+[<img align="left" alt="" width="22px" src="https://simpleicons.org/icons/youtube.svg" />](https://www.youtube.com/channel/UC3l8RTE3zBRzUrHbSXpx-qA)
+[<img align="left" alt="" width="22px" src="https://simpleicons.org/icons/github.svg" />](https://github.com/Akshaykumarcp)
+[<img align="left" alt="" width="22px" src="https://simpleicons.org/icons/medium.svg" />](https://medium.com/@akshai.148)
+
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