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Amario Fausta's Projects

preceptron-without-sklearn icon preceptron-without-sklearn

This repository contains a custom implementation of the Perceptron learning algorithm for binary classification. The code demonstrates the step-by-step process of training, iterative refinement, testing, and accuracy calculation using a simple perceptron model. Gain a deeper understanding of binary classification fundamentals without relying to lb

pretrained-model-cnn icon pretrained-model-cnn

Explore the realm of transfer learning in this workshop, crafting an automated doggy door that distinguishes a specific canine from others using pre-trained models and a small dataset. Through guided steps, delve into model training, data augmentation, and fine-tuning, gaining hands-on experience in the art of transferring knowledge from existing m

rain-simulation-using-piezoelectric-material-monte-carlo icon rain-simulation-using-piezoelectric-material-monte-carlo

This GitHub repository features a Python program that simulates raindrop impacts on a piezoelectric material surface using the Monte Carlo method. 🌧️💡 The program employs the 'pygame' library for interactive visualization and 'matplotlib' for data plotting, offering an engaging depiction of raindrop impacts and energy generation on the material

retention-analysis icon retention-analysis

This GitHub repo analyzes online retail data, cleansing and conducting cohort analysis. Explore insights through data visualizations

snake-and-ladder-monte-carlo icon snake-and-ladder-monte-carlo

Monte Carlo Random Snake Game Experience a novel twist on the classic Snake Game using Monte Carlo randomness. This repository features an engaging Snake Game where the movements are guided by Monte Carlo simulation-based random choices, resulting in an unpredictable and entertaining gaming experience.

tensor-rt icon tensor-rt

Welcome to the "Optimization and Deployment of TensorFlow Models with TensorRT" workshop! In this hands-on session, you'll gain expertise in enhancing inference performance using TensorFlow's integration for TensorRT (TF-TRT). Discover the art of optimizing deep learning models at various precisions, understand the mechanics of TF-TRT 🤖🚀

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