G·M
MMXXVI
Gianluca on his Street Triple 765 RS in the snowy Alps
45.4642° N · 9.1900° E
Machine Learning Engineer

Meneghetti

Gianluca Driven by hard problems.
Since MMXXIII Italtel + PoliMi 2× AWS Certified
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The devil is in the details
Production ML·AWS SageMaker· Computer Vision·RAG & Agents· MLOps·Data Pipelines· 1st Prize Innovation Challenge 2024· ONNX INT8·Politecnico di Milano·
Beneath the surface
IPrinciples

Substance over spectacle.

Role
ML Engineer
Production systems · end-to-end
Base
Milano
Italtel · Politecnico di Milano
Focus
Applied ML
MLOps · Vision · RAG
Credentials
2× AWS
MLS-C01 · CLF-C02

IIAbout

The engineering mindset.

I started building production ML systems from scratch at 20 · no playbook, just hard problems and the need to ship. Full lifecycle ownership: architecture, training, MLOps, live deployment on AWS. I care about systems that are observable, maintainable, and actually used.

AWS ML Specialty AWS Cloud Practitioner
ML Specialty · MLS-C01
Cloud Practitioner · CLF-C02
0
Years in production ML
1st
First ML hire at Italtel
0
AI & ML score · 100/100
AWS Certified

IIISpecifications

Full-stack ML engineering.

Languages
Python · SQL
ML / DL
TensorFlow · PyTorch · scikit-learn · LightGBM · ONNX
MLOps & Cloud
SageMaker · MLflow · Docker · K8s · CI/CD · Bedrock
Data & Storage
PostgreSQL · ClickHouse · ChromaDB · S3 · Polars
AI & Tooling
LangChain · LangGraph · n8n · FastAPI
Engineering
Lambda

IVThe collection

Things I've actually shipped.

I.

Prism · ML Classification Engine*

Ref. 001Production2024–25

Production-grade pipeline for high-throughput classification. Ingestion, feature engineering, quantized ONNX INT8 inference serving millions of records.

LightGBMMLflowFastAPIONNXDocker
II.

Atlas · Enterprise AI Assistant*

Ref. 002Production2024–26

Agentic RAG platform with semantic retrieval and a self-improving feedback loop. 1st prize, Innovation Challenge 2024.

AWS BedrockLangGraphChromaDB
III.

Sentinel · Industrial Safety Vision*

Ref. 003Production2025

Real-time computer vision for workplace safety: hazardous behaviour, missing PPE and fall detection from existing cameras. No hardware replacement.

TensorFlowTensorRTKerasCVCV
IV.

PrepWise · AI Study Planner

Ref. 004Startup · TEF · 4 Co-founders2026 · Concluded

The Motion AI for university students: AI-driven scheduling, spaced repetition and adaptive workload planning around real deadlines. Co-founded with a team of four; scope delivered, project closed.

ReactPythonAI/LLM
V.

Motorsport Telemetry Suite

Ref. 005Personal2025

Unsupervised ML driving coach · K-Means segments lap data into 5 objective driving phases from speed, throttle, brake and RPM. Drivers argue about feel; I wanted numbers.

K-MeansPolarsStreamlitDocker
↗ github
* Project name changed to comply with client confidentiality.

VProvenance

Where I've been building.

· Work
2023 · Present
ML Engineer
Italtel · Milano
Built the company's first production ML systems · computer vision, anomaly detection, RAG assistant · from problem definition to live deployment. 1st prize Innovation Challenge 2024; represented Italtel at SMAU London 2025. All alongside a full engineering degree.
· Study
2025 · Present
B.Sc. Computer Engineering
Politecnico di Milano
2022 · 2024
AI & ML Specialization · 100/100
ITS Academy Angelo Rizzoli
2017 · 2022
Electronics Diploma · 90/100
ITIS Ettore Majorana

VIThe other hours

The racing line.

Ambient · 3 riders
Autodromo del Mugello · 5.245 km15 turnsArrabbiata
Watches
Mechanical precision
Hundreds of components, no battery, ±4s a day. The engineering is the art.
Motorcycles
Street Triple 765 RS
130hp, mountain passes, early mornings. Confidence and precision aren't opposites.
Kickboxing
Discipline > motivation
Show up when you don't feel like it. Drill until it's automatic.
Gym
Progressive overload
The body responds to data if you track it properly.
Reading
High-bandwidth input
The fastest way to download someone else's mental model.
Skiing
Read terrain, commit
No hesitation halfway through a turn. The mountain doesn't care.
Apex · Onboard765 RS

VIIContact
Let's build something
worth building.