AI & ML 12 min read
Your GPU Is Bored: A Practical Utilization Playbook
A measurement-first guide to finding GPU idle time, fixing input stalls, tuning precision and batches, and improving training or inference throughput.
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AI & ML
Practical intelligence, from model ideas to product impact.
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AI & ML 10 min read
Containerizing AI Applications: Architecture and a Hugging Face Example
A practical guide to containerized AI application architecture, with design patterns and a working FastAPI service powered by a Hugging Face model.
AI & ML 6 min read
The 99.4% Accurate Model That Caught Zero Fraud
A fraud detection story about why accuracy is the most overrated metric in ML, told through one embarrassingly lazy model.
AI & ML 6 min read
Iris Species Classification: The Machine Learning Workflow
End-to-end Iris species classification using Python and scikit-learn, covering data validation, EDA, model comparison, evaluation, interpretation & prediction.
AI & ML 4 min read
Llama 3.1 vs 3.2 - Which Model is Right for You?
Compare Llama 3.1 vs 3.2 across multimodal capabilities, model sizes, and practical use cases to choose the right model.