A step-by-step guide for team members to authenticate with GitHub Container Registry (GHCR) and push Docker images to the organisation namespace.
BredaUniversityADSAI
A step-by-step guide to containerising a Python package, publishing the image to GitHub Container Registry (GHCR), and making it easy for teammates to run locally.
This guide walks through setting up automatic Sphinx documentation for a Python package using a src layout. At the end, running make docs generates complete API reference documentation from docstrings without any manual maintenance.
Original Tutorial: Getting Started With OpenAI Gym: The Basic Building Blocks by DigitalOcean
Updated for Gymnasium by: Claude (Anthropic) in collaboration with the course materials from ADS-AI program at Breda University of Applied Sciences
Last Updated: December 2024
When training deep learning models, session crashes are inevitable (kernel restarts, OOM errors, connection issues). Here's how to recover your work when using Weights & Biases for experiment tracking.
W&B saves metrics in real-time - even if your session crashes, all training history up to that point is preserved on W&B servers. You don't lose your work.
PyBullet fails to install on macOS Sequoia due to C++ compiler incompatibilities. Install an older LLVM compiler via Homebrew and use it to build pybullet:
brew install llvm@16
export PATH="/opt/homebrew/opt/llvm@16/bin:$PATH"
export CC="/opt/homebrew/opt/llvm@16/bin/clang"
TL;DR: Add BatchNormalization() layer before final dense layer to fix exploding loss on Apple Silicon. Alternatively, use mixed_precision.set_global_policy('float32') for a quick one-line fix.
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