Pedro Borges Torres

Python PyTorch LLMs AWS Cloud Backend Machine Learning

On the Media

A deep dive into MCTS — the tree-search algorithm powering AlphaGo — covering selection, expansion, simulation, and backpropagation.

AI Algorithms Game AI

An introduction to OpenAI Gym — the standard toolkit for benchmarking reinforcement learning algorithms across a variety of environments.

AI Reinforcement Learning Python

Why serverless is the right model for true auto-scaling — tying infrastructure costs directly to usage rather than provisioned capacity.

AWS Serverless Cloud

Hands-on experience with Upverter, a browser-based PCB design tool — from schematic capture to layout for a real hardware project.

Hardware PCB Engineering

Place dots on a grid and watch a tiny neural net learn the decision boundary live in your browser.

TensorFlow.js Neural Networks Interactive

Upload a photo and click any object — SAM instantly isolates it with a coloured mask, entirely in your browser.

Computer Vision Transformers.js In-Browser AI

Live demo of a trained RL agent playing a simplified version of the classic Snake game.

Reinforcement Learning Python

Chat with a small LLM running entirely in your browser — no server, no data sent anywhere.

LLMs Transformers.js In-Browser AI

AI assistant using LLMs to help answer questions about filing taxes in Brazil.

LLMs Python AI

Deploy a PyTorch model to AWS Lambda using Zappa — serverless ML inference.

PyTorch AWS Lambda Serverless

An autoservice application for restaurants and bars — streamlining ordering and payments.

Mobile Node.js

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Collaborative Web

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