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The Impact of Deep Learning
Provides examples of where Deep Learning is having a big impact.
- Medical Diagnosis - Deep learning allows for the diagnosis of conditions based on images
- Protein Structure - Alphafold is able to generate a 3D protein structure from a sequence of amino acids
- Image Synthesis - New, unique, images can be generated based on a training set.
- Large Language Models - Generate text, the basis for ChatGPT, etc.
A Tutorial Example
- Synthetic data is generated from the function t(x) → sin(2*PI*x).
- The goal is to train a model taht can predict values for t(x).
- A simple linear model is created using curve fitting