Graph Classification: Solution walk-thru
WelcomeAIOverlords
Graph Classification: Solution walk-thru
28:09
Graph Classification: Overview
WelcomeAIOverlords
Graph Classification: Overview
10:52
Link Prediction: Solution walk-thru
WelcomeAIOverlords
Link Prediction: Solution walk-thru
12:43
Link Prediction: Overview
WelcomeAIOverlords
Link Prediction: Overview
18:22
Node Classification: Solution walk-thru
WelcomeAIOverlords
Node Classification: Solution walk-thru
17:38
Node Classification: Overview
WelcomeAIOverlords
Node Classification: Overview
7:55
Improving Scalability
WelcomeAIOverlords
Improving Scalability
9:04
Over-squashing and Over-smoothing
WelcomeAIOverlords
Over-squashing and Over-smoothing
10:11
Transductive vs Inductive
WelcomeAIOverlords
Transductive vs Inductive
15:00
Tools of the Trade
WelcomeAIOverlords
Tools of the Trade
17:17
The Math of Graph Convolutional Networks
WelcomeAIOverlords
The Math of Graph Convolutional Networks
15:52
Fourier Transforms, Wavelets and Convolutions on Graphs
WelcomeAIOverlords
Fourier Transforms, Wavelets and Convolutions on Graphs
31:15
The Graph Laplacian
WelcomeAIOverlords
The Graph Laplacian
33:41
How Powerful are Graph Neural Networks?
WelcomeAIOverlords
How Powerful are Graph Neural Networks?
24:34
Graph Isomorphism
WelcomeAIOverlords
Graph Isomorphism
16:37
Permutation Symmetries
WelcomeAIOverlords
Permutation Symmetries
24:44
Neural Message Passing
WelcomeAIOverlords
Neural Message Passing
21:46
LLMs as Virtual Judge (ep 4)
WelcomeAIOverlords
LLMs as Virtual Judge (ep 4)
17:32
Using LLMs to generate synthetic eval data (ep 3)
WelcomeAIOverlords
Using LLMs to generate synthetic eval data (ep 3)
28:41
Clustering on Embeddings and Cluster-based Sampling (ep 2)
WelcomeAIOverlords
Clustering on Embeddings and Cluster-based Sampling (ep 2)
18:09
How to use LLMs to build an eval dataset for your RAG system (ep 1)
WelcomeAIOverlords
How to use LLMs to build an eval dataset for your RAG system (ep 1)
15:25
Using vLLM to get an LLM running fast locally (live stream)
WelcomeAIOverlords
Using vLLM to get an LLM running fast locally (live stream)
1:38:04
Setup and run an LLM (Llama 3.1) on local GPU from scratch - live stream
WelcomeAIOverlords
Setup and run an LLM (Llama 3.1) on local GPU from scratch - live stream
1:14:48
Profiling a Python program and speeding it up! (live stream)
WelcomeAIOverlords
Profiling a Python program and speeding it up! (live stream)
1:20:48
Ant Swarm algo improvements (live stream)
WelcomeAIOverlords
Ant Swarm algo improvements (live stream)
1:31:48
Implementing an Evolutionary Algorithm from scratch (live stream)
WelcomeAIOverlords
Implementing an Evolutionary Algorithm from scratch (live stream)
2:30:45
Mesa App fix - Agent Based Modeling paired programming
WelcomeAIOverlords
Mesa App fix - Agent Based Modeling paired programming
40:52
Refactoring 01 - Agent Based Modeling paired programming
WelcomeAIOverlords
Refactoring 01 - Agent Based Modeling paired programming
42:49
Onboarding TSP benchmarks - Agent Based Modeling paired programming
WelcomeAIOverlords
Onboarding TSP benchmarks - Agent Based Modeling paired programming
1:03:12
Ant Colony Optimization algo implementation - Agent Based Modeling paired programming
WelcomeAIOverlords
Ant Colony Optimization algo implementation - Agent Based Modeling paired programming
57:00
Ant communication via stigmergy - Agent Based Modeling paired programming
WelcomeAIOverlords
Ant communication via stigmergy - Agent Based Modeling paired programming
38:29
Getting TSP solutions - Agent Based Modeling paired programming
WelcomeAIOverlords
Getting TSP solutions - Agent Based Modeling paired programming
35:03
Making deterministic Ants - Agent Based Modeling paired programming
WelcomeAIOverlords
Making deterministic Ants - Agent Based Modeling paired programming
37:55
Creating a new Mesa project - Agent Based Modeling paired programming
WelcomeAIOverlords
Creating a new Mesa project - Agent Based Modeling paired programming
7:48
Using a network grid in Mesa - Agent Based Modeling paired programming
WelcomeAIOverlords
Using a network grid in Mesa - Agent Based Modeling paired programming
45:52
Installing Mesa - Agent Based Modeling paired programming
WelcomeAIOverlords
Installing Mesa - Agent Based Modeling paired programming
18:25
Konstantinos Barmpas Interview
WelcomeAIOverlords
Konstantinos Barmpas Interview
47:57
How to transform tabular data into a graph (walk-thru)
WelcomeAIOverlords
How to transform tabular data into a graph (walk-thru)
59:53
Graph Attention Networks (GAT) in 5 minutes
WelcomeAIOverlords
Graph Attention Networks (GAT) in 5 minutes
5:10
Author Interview - Equivariant Subgraph Aggregation Networks
WelcomeAIOverlords
Author Interview - Equivariant Subgraph Aggregation Networks
1:10:06
PhD unboxing (?) + Channel Update
WelcomeAIOverlords
PhD unboxing (?) + Channel Update
2:08
Scaling Graph Neural Networks to Twitter-scale (w/ Emanuele Rossi interview)
WelcomeAIOverlords
Scaling Graph Neural Networks to Twitter-scale (w/ Emanuele Rossi interview)
56:56
Neural Networks as Guitar Amps (with Neural DSP interview)
WelcomeAIOverlords
Neural Networks as Guitar Amps (with Neural DSP interview)
56:52
Graph Convolutional Networks using only NumPy
WelcomeAIOverlords
Graph Convolutional Networks using only NumPy
13:21
Simple Message Passing on Graphs
WelcomeAIOverlords
Simple Message Passing on Graphs
10:51
How DeepMind learns physics simulators with Graph Networks (w/ author interview)
WelcomeAIOverlords
How DeepMind learns physics simulators with Graph Networks (w/ author interview)
35:34
Intro to Relational - Graph Convolutional Networks
WelcomeAIOverlords
Intro to Relational - Graph Convolutional Networks
11:15
How Uber uses Graph Neural Networks to recommend you food (live stream)
WelcomeAIOverlords
How Uber uses Graph Neural Networks to recommend you food (live stream)
54:00
Knowledge Graphs for Drug Repurposing (live stream)
WelcomeAIOverlords
Knowledge Graphs for Drug Repurposing (live stream)
1:14:59
OpenAI API (GPT-3) is magical...
WelcomeAIOverlords
OpenAI API (GPT-3) is magical...
4:12
Graph Convolutional Networks (GCNs) made simple
WelcomeAIOverlords
Graph Convolutional Networks (GCNs) made simple
9:25
Anomaly Detection on Streaming Graphs - MIDAS presentation (live stream)
WelcomeAIOverlords
Anomaly Detection on Streaming Graphs - MIDAS presentation (live stream)
55:17
Lottery Ticket Hypothesis paper presentation (live stream)
WelcomeAIOverlords
Lottery Ticket Hypothesis paper presentation (live stream)
45:17
Intro to Graphs and Label Propagation Algorithm in Machine Learning
WelcomeAIOverlords
Intro to Graphs and Label Propagation Algorithm in Machine Learning
11:16
How to use Adversarial Validation to Help Fix Overfitting
WelcomeAIOverlords
How to use Adversarial Validation to Help Fix Overfitting
9:54
Simple Explanation of AutoEncoders
WelcomeAIOverlords
Simple Explanation of AutoEncoders
10:31
Using Neural Networks for Credit Card Fraud Detection
WelcomeAIOverlords
Using Neural Networks for Credit Card Fraud Detection
9:56
Ensembling Machine Learning Models for Fraud Detection
WelcomeAIOverlords
Ensembling Machine Learning Models for Fraud Detection
9:46
Build Credit Card Fraud Detection ML Model from Scratch
WelcomeAIOverlords
Build Credit Card Fraud Detection ML Model from Scratch
14:51
How to Create a new Python ML Project (Screencast)
WelcomeAIOverlords
How to Create a new Python ML Project (Screencast)
8:59
Understand the Math and Theory of GANs in ~ 10 minutes
WelcomeAIOverlords
Understand the Math and Theory of GANs in ~ 10 minutes
12:03
Gentle Intro to Generative Adversarial Networks - Part 1 (GANs)
WelcomeAIOverlords
Gentle Intro to Generative Adversarial Networks - Part 1 (GANs)
10:19