guilhermedom

resnet50-transfer-learning-cats-and-dogs

Using TensorFlow API to transfer a ResNet-50 neural network and connect new fully connected layers to classify cats and dogs images.

competitive-programming

Competitive programming solutions (UVa, LeetCode, codeforces, InterviewBit, etc.).

guilhermedom

Here I am.

haar-classifier-video-object-detection

Haar cascade classifiers detecting cars and persons in videos with OpenCV.

hackerrank-linux-shell-challenges

hackerrank-regex-challenges

Python 3 solutions to HackerRank's RegEx challenges.

lenet-recognizing-traffic-signs

Using LeNet convolutional neural network to classify traffic signs images.

perceptron-regression-ice-cream-per-temp

Perceptron regressing revenue for an ice cream stand according to temperature.

sentiment-analysis-alexa-reviews

Fully connected neural network analyzing sentiments in reviews for Amazon's Alexa.

adaline-celsius-to-fahrenheit

Adaline regressor learning the Celsius to Fahrenheit formula.

adaline-neural-network

Adaline is a single-layer neural network, a variation of the original Perceptron architecture.

autoencoder-denoising-fashion-mnist

Convolutional autoencoder removing noise from Fashion MNIST clothing images.

autoencoder-traffic-sign-images-compression

Convolutional autoencoder reducing traffic sign images to 1/6 of their original size.

hog-image-analysis

A data science analysis using kNN and MLP algorithms on HOG image descriptors.

prim-kruskal-clustering

Graph-based clustering method that uses Prim and Kruskal algorithms to cluster.

cnn-fashion-mnist

Simple CNN architecture classifying Fashion MNIST.

cnn-mnist

A quick analysis of simple CNN architectures classifying Handwritten MNIST dataset.

customer-churn-logistic-regression

PySpark with logistic regression predicting if customers will exit a bank service.

deep-regression-bicycle-rental

TensorFlow deep regression model predicting bicycle rental.

diabetes-neural-network-diagnosis

Fully connected neural network diagnosing patients with diabetes.

facial-feature-haar-detection

Haar cascade classifiers detecting faces and eyes in images with OpenCV.

mobilenet-transfer-learning-cats-and-dogs

Using MobileNetV2 to classify Google's image dataset "cats and dogs".

mobilenet-transfer-learning-flowers

Transferring MobileNetV2's feature extractor layers to classify flower images.

mouse-ping-pong

A simple Javascript pong game with the player's pad controlled by the mouse.

neural-regressor-house-prices

4-layer neural network on house price linear regression.

pyspark-horsepower-multilinear-regression

PySpark for multiple linear regression on car horsepower using SMOTE for data augmentation.

python-challenges-hacker-rank

Python 3 solutions to HackerRank's Python challenges.

sql-challenges-hacker-rank

MySQL solutions to HackerRank's SQL challenges.

tasks-backend

SpringBoot application for the back-end of project Tasks.

tasks-frontend

SpringBoot application for the front-end of project Tasks.