Machine learning classroom

@mlclassroom

18 tuit
2.3.1 What is a finite automaton?
Formal & Physical Sciences Computing & Cybersecurity
EN

2.3.1 What is a finite automaton?

Machine learning classroom
18 min
★ ★ ★ ★ ☆ 4/5
Finite AutomataAutomata TheoryFormal Languages
Shapley Additive Explanations (SHAP)
Formal & Physical Sciences AI — Models & Research
EN

Shapley Additive Explanations (SHAP)

Machine learning classroom
20 min
★ ★ ★ ★ ☆ 4/5
SHAPExplainable AIFeature Attribution
Intrinsically interpretable models
Formal & Physical Sciences AI — Models & Research
EN

Intrinsically interpretable models

Machine learning classroom
14 min
★ ★ ★ ★ ☆ 4/5
InterpretabilityMachine LearningLogistic Regression
Gradient-based explanations (saliency maps)
Formal & Physical Sciences AI — Models & Research
EN

Gradient-based explanations (saliency maps)

Machine learning classroom
15 min
★ ★ ★ ★ ☆ 4/5
Explainable AISaliency MapsGradient-Based Explanations
Counterfactual explanations
Formal & Physical Sciences AI — Models & Research
EN

Counterfactual explanations

Machine learning classroom
11 min
★ ★ ★ ★ ☆ 4/5
Counterfactual ExplanationsInterpretabilityMachine Learning
Graph Sample and Aggregate: GraphSAGE
Formal & Physical Sciences AI — Models & Research
EN

Graph Sample and Aggregate: GraphSAGE

Machine learning classroom
12 min
★ ★ ★ ★ ☆ 4/5
GraphSAGEGraph Neural NetworksInductive Learning
Graph Neural Networks: what are they?
Formal & Physical Sciences AI — Models & Research
EN

Graph Neural Networks: what are they?

Machine learning classroom
14 min
★ ★ ★ ★ ☆ 4/5
Graph Neural NetworksMachine LearningDeep Learning
Graph Neural Networks: message passing
Formal & Physical Sciences AI — Models & Research
EN

Graph Neural Networks: message passing

Machine learning classroom
12 min
★ ★ ★ ★ ☆ 4/5
Graph Neural NetworksMessage PassingDeep Learning
Graph Convolutional Networks
Formal & Physical Sciences AI — Models & Research
EN

Graph Convolutional Networks

Machine learning classroom
17 min
★ ★ ★ ★ ☆ 4/5
Graph Neural NetworksGCNDeep Learning
Graph Attention Networks (GAT)
Formal & Physical Sciences AI — Models & Research
EN

Graph Attention Networks (GAT)

Machine learning classroom
10 min
★ ★ ★ ★ ☆ 4/5
Graph Neural NetworksAttention MechanismDeep Learning
Representation learning
Formal & Physical Sciences AI — Models & Research
EN

Representation learning

Machine learning classroom
25 min
★ ★ ★ ★ ☆ 4/5
Representation LearningTransfer LearningSelf-Supervised Learning
Autoencoders
Formal & Physical Sciences AI — Models & Research
EN

Autoencoders

Machine learning classroom
16 min
★ ★ ★ ★ ☆ 4/5
AutoencodersRepresentation LearningNeural Networks
Pruning decision trees
Formal & Physical Sciences AI — Models & Research
EN

Pruning decision trees

Machine learning classroom
22 min
★ ★ ★ ★ ☆ 4/5
Decision TreesPruningOverfitting