Davamix

Snippets

A collection of code samples, machine learning experiments, katas, and project templates.

Machine Learning

Python Jupyter
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RL - Deep Q-Learning

Implementation of Q-Learning algorithm using the Cart Pole environment

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RL - Tile Coding

Discretizing continuous space using Tile Coding

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RL - Discretization

Applying Reinforcement learning algorithms to discretize continuous state and action spaces

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RL - Temporal-Difference

Implementation of Temporal-Difference methods using the Cliff Walking environment

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RL - Monte Carlo

Implementation of Monte Carlo algorithms using the Blackjack environment

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RL - Dynamic Programming

Implementation of dynamic programming algorithms using the Frozen Lake environment

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CNN with CIFAR-10

Using a CNN to classify images from the CIFAR-10 dataset

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MLP with MNIST

Using Multi-layer Perceptron to classify MNIST dataset

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Analyzing IMDB Dataset

Analyzing the IMDB dataset with Keras

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DNN - Student Admissions

Predicting student admissions using a DNN with Keras

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PCA

Applying PCA over the 'Labeled Faces in the Wild' dataset

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KMeans vs GMM

Clustering the Iris dataset with KMeans and Gaussian Mixture

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DBSCAN

Using DBSCAN to cluster a couple of random datasets

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Hierarchical Clustering

Use Hierarchical Clustering to classify the Iris dataset

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Clustering

Apply Clustering to explore a dataset with movie ratings

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Naive Bayes

Spam Classifier using Naive Bayes

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Decision Trees

Using Decision Trees in the Titanic dataset

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Grid Search

Model Selection with Grid Search

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Code Samples

Grokking Algorithms

Algorithms implementation in C++ from the Grokking Algorithms book

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Open CV

Samples with OpenCV 3

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C++

Task Manager

Console application for text file task management

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C#

Matrices

Matrix multiplication sample

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C# UWP

AWS Service from Xbox One

UWP application to test the Amazon Product Advertising API and deploy into a Xbox One

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C# WPF

WPF Drag & Drop

Drag and Drop sample with WPF

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Prism WPF

Prism WPF 6.2 and Prism.Autofac

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Dapper with SQLite

Dapper.net and SQLite sample

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Microsoft Sync Framework

Sample to know how the SyncFramework works with databases

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JavaScript

Node Finance

Get a stock value from Google Finance service

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Chat Mqtt

Basic chat using Mqtt protocol to share messages

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Katas

C++

Automorphic Number

Automorphic Number kata using Google Test

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C++

Tennis Kata

Tennis Kata using Google Test

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C++

String Calculator

String Calculator kata using Google Test

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C#

String Calculator

String Calculator kata using NUnit

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C#

Greeting Kata

Greeting Kata using XUnit

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Elixir

FizzBuzz

FizzBuzz kata using ExUnit

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Elixir

Roman Numeral

Roman Numeral kata using ExUnit

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Python

FizzBuzz

FizzBuzz kata using Python Unittest

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Multiples of 3 and 5

Multiples of 3 and 5 kata using Python Unittest

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Templates

C#

ASP.NET Core Web API Controller Template

Template to create a controller file in an ASP.NET Core Web API project

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C#

ASP.NET Core Web API Slim Template

Template for ASP.NET Core project based on built-in web template

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Shell Script

C++ Project Template

Shell script to create a folder structure for a C++ project with Google Test

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C#

Prism Component for VS

Project template to create a basic structure for a Prism WPF component

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