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ai-intro-course

Code examples for the course "Introducción a la IA: Aprendizaje Automático y Redes Neuronales Artificiales"

clickbait-detection-cnn

Using Word2Vec embeddings and a shallow Convolutional Neural Network to detect clickbait-like headlines.

compact-bilinear-pooling-via-krp

Example implementation of the Compact Bilinear Pooling via Kernelized Random Projection (CBP-KRP) layer

deeplearning-caffe-examples

Some examples showing how to make real time classification with a Cifar10-trained CNN (With Caffe framework) and a bit of OpenCV

detectron2

Detectron2 is FAIR's next-generation platform for object detection and segmentation.

gaussian-bayes-classifier

Simple python implementation of the Gaussian Bayes classifier algorithm (without the naive asumption)

ica-by-distance-correlation

Independent Component Analysis using Distance Correlation, applied to Bind Source Separation

logistic-regression

Logistic Regression by gradient descent

lumberjack_q-learning

Lumberjack game fromTelegram with Q-learning

lunarlanderga

This project shows that MLP (Multi layer perceptrons) can be used in videogames.

mememoji

A facial expression classification system that recognizes 6 basic emotions: happy, sad, surprise, fear, anger and neutral.

mnist-reconstruction-lstm-tensorflow

MNIST Digit reconstruction by means of LSTM as implemented in TensorFlow.

multilayer-perceptron

Basic python-numpy implementation of Multi-Layer Perceptron and Backpropagation with regularization

multivariate-linear-regression

Multivariate linear regression with gradient descent

normalequation

Multivariate linear regression with the Normal equation method

pokemon-variational-autoencoder

polykernel-rp

Implementation of Random Projection for homogeneous polynomial kernel feature spaces

pypuzzle3d

Python code to find all solutions of arbitrary 3x3x3 cube puzzles.

scikit-learn

scikit-learn: machine learning in Python

supermariomlp

Using Neural Networks to learn the behavior of human players in video-games

tensorflow-basic-examples

Some basic usage examples of TensorFlow I prepared for a workshop at the University of Salamanca.

tf2-advanced-examples

unown-mnist

MNIST-like dataset of unown pokemons.