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Building Machine Learning Products: A Problem Well-Defined
In this post, we'll dig deeper into how to develop the requirements for a machine learning project when you're given a vague problem to solve.
product-management products systems-design machine-learning
A Recipe for Training Neural Networks
The most common neural net mistakes and listing a few common gotchas related to training neural nets.
systems-design checklist training debugging
Data Project Checklist
There’s a lot more to creating useful data projects than just training an accurate model!
product-management databases training checklist
Taxonomy of Real Faults in Deep Learning Systems
Large taxonomy of faults in deep learning (DL) systems.
checklist bugs deep-learning research
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
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
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