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This is a repository for data science templates. New templates will be added as and when they are created. Feel free to use these templates for your data science projects!

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Data Science Library 📚

A repository with templates and projects related to data science

Date Created: 18/06/2021
Author: Xavier De Carvalho

Introduction 🙋


Hi 👋 Welcome to my repository for data science!

Feel free to use any of the templates in this library for your data science projects.

Templates 📑


Notebooks 📓

Type Model File Name Link
Deep Learning LSTM Named Entity Recognition View
Deep Learning GAN Basic GAN View
Deep Learning CNN Experimenting with pooling and filters View
Classification KNN K-Nearest Neighbour for CSV Files View
Clustering K-Means K-Means for CSV Files View
Regression Linear Regression Simple Linear Regression for CSV Files View
Regression Linear Regression Multiple Linear Regression for CSV Files View

Tutorials ⌨️

Type Tutorial Author Resource Link
TensorFlow Basic classification: Classify images of clothing tensorflow.org Notebook Tutorial

Scripts 📜

Type Sub-Type Language Library Name Link
Math Linear Algebra Python None Elementwise Addition View
Math Linear Algebra Python None Elementwise Multiplication View
Math Linear Algebra Python None Vector Average View
Math Linear Algebra Python None Vector Sum View
Neural Network Multi-Input Python None Elementary Level Multi-Input Neural Network View
Neural Network Multi-IO Python None Elementary Level Multi-IO Neural Network View
Neural Network Multi-Input Python NumPy Elementary Level Multi-Input Neural Network View
Neural Network Multi-IO Python NumPy Elementary Level Multi-IO Neural Network View
Machine Learning Regression Python None Absolute Linear Regression Trick View
Machine Learning Regression Python None Simple Linear Regression Trick View
Machine Learning Regression Python None Linear Regression Algorithm View
Deep Learning CNN Python Tensorflow MNIST Fashion Classifier Model View

Changelog 🔧

Date Updated Editor Changelog
09/07/2022 Xavier De Carvalho
  1. Added Linear Regression Algorithm Script
04/10/2021 Xavier De Carvalho
  1. Created Elementwise Addition Script
  2. Created Elementwise Multiplication Script
  3. Created Vector Average Script
  4. Created Vector Sum Script
  5. Created Elementary Level Multi-Input Nerual Network Standard Python Script
  6. Created Elementary Level Multi-IO Nerual Network Standard Python Script
  7. Created Elementary Level Multi-Input Nerual Network Python NumPy Script
  8. Created Elementary Level Multi-IO Nerual Network Python NumPy Script
  9. Created Absolute Linear Regression Trick Script
  10. Created Simple Linear Regression Trick Script
  11. Created MNIST Fashion Classifier Script
  12. Created Experiment With Pooling and Filters Notebook
12/08/2021 Xavier De Carvalho
  1. Created Multiple Linear Regression Notebook
  2. Created Named Entity Recognition LSTM Notebook
18/06/2021 Xavier De Carvalho
  1. First Commit