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Deep Learning

Introduction to NNs
Optimization
Backpropagation
Convolutional Networks
Language Modeling
Activations and Gradients
Attention and Transformers

ML Engineering & MLOps

Preliminaries
Packaging Modeling Code
Experiment Tracking
Distributed Task Queues
Model Deployment
Best Engineering Practices
Continuous Integration and Deployment Pipelines
Prediction Serving API

Notes

Docker Containers
TensorFlow Crash Course
Benchmarking and Profiling

Repository
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By 𝗽𝗮𝗿𝘁𝗶𝗰𝗹𝗲𝟭𝟯𝟯𝟭. Powered by Jupyter Book.

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