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🚧 Simple considerations for simple people building fancy NNs
I will try to highlight a few steps of my mental process when it comes to building and debugging neural networks.
checklist training debugging recipe
Taxonomy of Real Faults in Deep Learning Systems
Large taxonomy of faults in deep learning (DL) systems.
checklist bugs deep-learning research
How (And Why) to Create a Good Validation Set
Steps for creating a representative validation set for training.
data-collection validation-set checklist systems-design
Checklist for debugging neural networks
Tangible steps you can take to identify and fix issues with training, generalization, and optimization for machine learning models.
debugging checklist systems-design tutorial
A Recipe for Training Neural Networks
The most common neural net mistakes and listing a few common gotchas related to training neural nets.
checklist training debugging article
ML Code Completeness Checklist
Tips for releasing research code in Machine Learning (with official NeurIPS 2020 recommendations).
reproducability research-code checklist systems-design
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