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Module Overview

Learning Guides

7.1 Hyperparameter Tuning

CAIEP - 7.1.1 Grid and Random search, and Bayesian optimization for Parameter Tuning

7.2 Model Optimization

CAIEP - 7.2.1 Pruning and Quantization

7.3 Code & Hardware Optimization

CAIEP - 7.3.1 Vectorized Operations and GPU Acceleration

7.4 Profiling & Benchmarking

CAIEP - 7.4.1 Latency and Throughput Analysis

CAIEP - 7.4.2 Real-World Deployment Constraints

Recap Video

Module 7 - Recap Video

Applied Activities

Activities

Reflection Prompts

Quiz

Quiz CAiEP 7.1

Quiz CAiEP 7.2

Quiz CAiEP 7.3

Quiz CAiEP 7.4

Quiz CAiEP 7.5

Quiz CAiEP 7.6

Quiz CAiEP 7.7

Quiz CAiEP 7.8

$ (USD)

Module 7: Optimization & Performance Tuning

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