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⭐️ Update ExternalTutorials.yaml
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EssamWisam authored Oct 25, 2024
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Expand Up @@ -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

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