Gian Paolo Santopaolo

Hands-On ML Engineering Meets Strategic Vision—Bridging Code and Cloud to Drive Enterprise AI for Real-World Impact

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NLP 2

LangExtract: Production LLM-Powered Information Extraction with Source Grounding Dec 17, 2025
Attention Is All You Need: A Hands‑On Guide for Gen-AI Engineers Jul 12, 2025

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Predict Peak VRAM Before Downloading a Model (Weights + KV Cache + Quantization)
PyTorch Training Loop: A Production-Ready Template for AI Engineers
Why GPUs Love Tensors: Understanding Tensor Cores and AI Acceleration
Tensor Parallelism in Transformers: A Hands-On Guide for Multi-GPU Inference
Choosing the Right Loss Function for your ML Problem

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