diff --git a/src/data/ExternalTutorials.yaml b/src/data/ExternalTutorials.yaml index 289ada1..4312f6e 100644 --- a/src/data/ExternalTutorials.yaml +++ b/src/data/ExternalTutorials.yaml @@ -93,3 +93,66 @@ Imbalance: - Familiarize yourself with common MLJ workflows related to loading and processing data - Understand how balanced bagging can singifically improve classification performance on imbalanced data + +MLJFlux: + - name: Incremental Training of Neural Networks + href: https://fluxml.ai/MLJFlux.jl/dev/common_workflows/incremental_training/notebook/ + tags: + - Neural Networks + - Classification + ilos: + - Explore incremental training with MLJ + - name: Hyperparameter Tuning of Neural Networks + href: https://fluxml.ai/MLJFlux.jl/dev/common_workflows/hyperparameter_tuning/notebook/ + tags: + - Neural Networks + - Classification + ilos: + - Learn how to tune different hyperparameters of MLJFlux models with emphasis on training hyperparameters. + - name: Model Composition of Neural Networks + href: https://fluxml.ai/MLJFlux.jl/dev/common_workflows/composition/notebook/ + tags: + - Neural Networks + - Pipelines + ilos: + - Learn how to compose neural networks with other MLJ components + - name: Comparing Neural Networks and Other Models + href: https://fluxml.ai/MLJFlux.jl/dev/common_workflows/comparison/notebook/ + tags: + - Neural Networks + - Hyperparameter Tuning + ilos: + - Learn how to compare neural networks with other models + - name: Early Stopping of Neural Networks + href: https://fluxml.ai/MLJFlux.jl/dev/common_workflows/early_stopping/notebook/ + tags: + - Neural Networks + ilos: + - Learn how early stopping can be applied to neural networks + - name: Live Training of Neural Networks + href: https://fluxml.ai/MLJFlux.jl/dev/common_workflows/live_training/notebook/ + tags: + - Neural Networks + ilos: + - Train neural networks and see learning plots in realtime + - name: Basic Neural Architectural Search + href: https://fluxml.ai/MLJFlux.jl/dev/common_workflows/architecture_search/notebook/ + tags: + - Neural Networks + - Hyperparameter Tuning + ilos: + - Learn how to naively search and compare different neural network architecture + - name: MNIST Classification with Neural Networks + href: https://fluxml.ai/MLJFlux.jl/dev/extended_examples/MNIST/notebook/ + tags: + - Neural Networks + - Classification + ilos: + - Learn how to build and training neural networks for image classification + - name: Spam Detection with RNNs + href: https://fluxml.ai/MLJFlux.jl/dev/extended_examples/spam_detection/notebook/ + tags: + - Neural Networks + - Classification + ilos: + - Learn how to train a neural network for spam classification over SMS messages