xdec / data-science

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!

Data Science Library 📚

A repository with templates and projects related to data science

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

Introduction 🙋

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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 📑

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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

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Changelog 🔧

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