Deep Learning Tutorials and Notebooks

This repository is for my students.

Tutorials

Deep Learning General

• Access Snellius GPUs
• Deep Learning Project Setup
• Pytorch Lightning
• Practical Information about Data
• Shared Jupyter Notebook in SRC (SURF Research Cloud)
• Gradio App in SRC (SURF Research Cloud)
• Hugging Face Guide
• Set Up a Custom Python Function within PostgreSQL

Training and Inference

• Training and Inference with Limited Resources
• Improve Deep Learning Training Results
• DDP(Distributed Data Parallel) in PyTorch

Courses and Literature

• Courses in Deep Learning and Computer Vision
• Object Detection
• Object Tracking
• Localization, Mapping, 3D Reconstruction
• Time Series

Blogpost

• Example Tasks for Large Language, Multimodal, and Vision Models
• Companies
• Handling Variable Sequence Lengths in Transformer Models
• Installing Deep Learning Tools for Point Cloud Segmentation
• Enhancing AI Capabilities: Post-Training, Reasoning, and Agent, Models
• Generative AI
• Time Series Augmentation
• Metrics for Comparing Distributions
• Simulation: Generation / Editing
• Install Ubuntu on a Windows Laptop with NVIDIA

General

• Services
• Git Basics: A Simple Manual
• Python Basics
• Linux Basics
• Docker Basics
• Tmux Basics
• Making a Reveal.js presentation from Markdown (with Python + Pandoc)

Examples

• Scheduler

Miscellaneous:

• GEE

🚀 Notebook Examples

notebook	open in colab
Colab basics
Training basics
Classification Example
Object detection with yolov8 and roboflow