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Oct 19, 20232 min read
Day 32: Bias and Variance
The typical workflow of developing a machine learning system is that you have an idea and you train the model, and you almost always find...
Oct 17, 20233 min read
Day 31: Model Selection and training/cross-validation/test sets
In previous article, we saw how to use the test set to evaluate the performance of a model. Let's make one further refinement to that...

Oct 13, 20233 min read
Day 30: Advice for applying Machine Learning
The efficiency of how quickly you can get a ML system to work well will depend on a large part on how well you can repeatedly make good...

Oct 5, 20231 min read
Multi-label Image Segmentation with Fashion Images
The purpose of the project was to segment clothing articles from images by masking each pixel into its respective categories. In the...
Sep 28, 20232 min read
Day 29: Additional Neural Network Concepts
Advanced Optimization Gradient descent is an optimization algorithm that's widely used in Machine Learning and was the foundation of many...
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