Part 7: Backward Pass
Up to this point, We have built a 'Forward Pass' that makes predictions, and a 'Loss Function' that measures exactly how far off those predictions are. In order to enable our model to learn patterns f
Feb 24, 202611 min read1
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Articles tagged with #rust-burn
Part 6: Data Scaling – Normalization vs. Standardization
In our previous part, we witnessed a "numerical explosion." Because our target formula involves x³, the raw values reached into the thousands, causing our loss to skyrocket into the millions. To build
Feb 24, 20268 min read3Part5: Forward Pass
With our dataset prepared and our model's architecture ready, we are at starting point of deep learning. The first part is the forward pass. In this part, we will implement the entire forward pass fro
Feb 24, 202610 min readPart4: Building a Simple Regression Model and Preparing Training Tensors
So far, we have implemented our dataset, layers, and an initializer. Now, it’s time to combine them and start shaping an actual neural network. Before we get to the code, let’s first walk through the
Feb 24, 202611 min read