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Add new research and academic projects: Dropout Reduces Underfitting, GLM Bikes, ML Loan Prediction, and Breast Cancer Detection
- Implemented a new research project on Dropout strategies in deep learning, including detailed objectives, methodology, and usage instructions. - Created a project for predicting bike rentals using Generalized Linear Models, outlining objectives, methodology, and key findings. - Developed a machine learning project for loan prediction, detailing objectives, methodology, and a report on model performance. - Added a project focused on breast cancer detection using various classification models, including objectives, methodology, and resources. - Updated package.json with author information and upgraded dependencies.
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slug: dropout-reduces-underfitting
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slug: dl-dropout-reduces-underfitting
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title: Dropout Reduces Underfitting
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type: Research Project
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description: TensorFlow/Keras implementation and reproduction of "Dropout Reduces Underfitting" (Liu et al., 2023). A comparative study of Early and Late Dropout strategies to optimize model convergence.
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M.Sc. Statistical and Financial Engineering (ISF) - Data Science Track at Université Paris-Dauphine PSL
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Based on the work of Liu, Z., et al. (2023). Dropout Reduces Underfitting.
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Based on the work of Liu, Z., et al. (2023). Dropout Reduces Underfitting.
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slug: bikes-glm
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slug: glm-bikes
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title: Generalized Linear Models for Bikes Prediction
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type: Academic Project
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description: Predicting the number of bikes rented in a bike-sharing system using Generalized Linear Models and various statistical techniques.
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slug: loan-ml
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slug: ml-loan
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title: Machine Learning for Loan Prediction
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type: Academic Project
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description: Predicting loan approval and default risk using machine learning classification techniques.
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## 📄 Detailed Report
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<iframe src="/projects/loan-ml.pdf" width="100%" height="1000px">
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</iframe>
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</iframe>
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---
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slug: breast-cancer
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slug: sl-breast-cancer
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title: Breast Cancer Detection
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type: Academic Project
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description: Prediction of breast cancer presence by comparing several supervised classification models using machine learning techniques.
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