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Added cover image for model optimizations
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profvjreddi committed Oct 31, 2023
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# Model Optimizations

![_DALL·E 3 Prompt: Illustration of a neural network model represented as a busy construction site, with a diverse group of construction workers, both male and female, of various ethnicities, labeled as 'pruning', 'quantization', and 'sparsity'. They are working together to make the neural network more efficient and smaller, while maintaining high accuracy. The 'pruning' worker, a Hispanic female, is cutting unnecessary connections from the middle of the network. The 'quantization' worker, a Caucasian male, is adjusting or tweaking the weights all over the place. The 'sparsity' worker, an African female, is removing unnecessary nodes to shrink the model. Construction trucks and cranes are in the background, assisting the workers in their tasks. The neural network is visually transforming from a complex and large structure to a more streamlined and smaller one._](./images/cover_model_optimizations.png)

::: {.callout-tip}
## Learning Objectives

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