My videos

Great things are not done by impulse, but by a series of small things brought together.
- Vincent Van Gogh

Equivariant Deep Learning

Equivariant Deep Learning

Introduction and Overview
State of AI

State of AI

My Highlights of 2022
Contrastive Learning Introduction

Contrastive Learning Introduction

in PyTorch
Self-Supervised GNN Training

Self-Supervised GNN Training

How to train without labels?
Diffusion models from Scratch

Diffusion models from Scratch

in PyTorch
Causality and Graph Neural Networks

Causality and Graph Neural Networks

an introduction
How to get started with Data Science

How to get started with Data Science

a personal guidance
How to convert a Tabular Dataset to a Graph Dataset

How to convert a Tabular Dataset to a Graph Dataset

for GNNs
How to handle Uncertainty

How to handle Uncertainty

Deep Learning Edition
Recommender Systems

Recommender Systems

using Graph Neural Networks
Fake News Detection

Fake News Detection

using Pytorch Geometric
Fraud Detection

Fraud Detection

With Graph Neural Networks
Traffic Forecasting

Traffic Forecasting

With Pytorch Geometric Temporal
Friendly Introduction to Temporal Graph Neural Networks

Friendly Introduction to Temporal Graph Neural Networks

And some traffic forecasting
Python Graph Neural Network Libraries

Python Graph Neural Network Libraries

An Overview
GNNExplainer in Practice

GNNExplainer in Practice

Finding Twitch streamers with explicit language
Explainable AI meets Graph Neural Networks

Explainable AI meets Graph Neural Networks

GNNExplainer in detail
Machine Lerning Model Deployment

Machine Lerning Model Deployment

with MlFlow and Streamlit
GNN Project with Molecules

GNN Project with Molecules

using Pytorch Geometric
Understanding Graph Attention Networks

Understanding Graph Attention Networks

In-depth explanation
Explainable AI explained!

Explainable AI explained!

A holistic video-series
How to use edge features in GNNs

How to use edge features in GNNs

... and Pytorch Geometric
Understanding Convolutional Neural Networks

Understanding Convolutional Neural Networks

Hands-on series
Node Classification on Knowledge Graphs

Node Classification on Knowledge Graphs

Pytorch Geometric Tutorial
Understanding Graph Neural Networks

Understanding Graph Neural Networks

Beginner Tutorial