16 Production Cases·AWS·GCP·Azure

Andre Emidio

Machine Learning Engineer · Computer Vision · MLOps

Industrial AI, computer vision, predictive maintenance, RAG, and edge/cloud deployments in production environments.

16
Cases
69
Technologies
2
Recognitions
4
Clouds

Recruiter Snapshot

The essentials in 30 seconds

Applied AI profile focused on computer vision, MLOps, and production-grade platforms.

Seniority

13+ years in technology

5+ years focused on AI, Machine Learning, Computer Vision, and MLOps.

Best fit

ML Engineer · Computer Vision · MLOps

Strong in Python, cloud, edge, AI pipelines, APIs, and production operations.

Business impact

USD 362k cost avoidance

Pilot result in predictive maintenance through early detection of industrial failures.

Location and languages

Curitiba · EN B2 · ES B1

Experience with training, support, and stakeholder meetings in Portuguese and Spanish.

Public reference

Computer Vision Base Application

Public project with YOLO, Kalman-based tracking, Python, and Docker.

View on GitHub

Four Domains. Production Cases.

Every solution is built for production: scalable, observable, and measurable.

Industrial and at Scale

Computer Vision

Detection, tracking, segmentation, and visual inspection for industrial and operational environments.

Applied Solutions

AI Agents

Agents, LLMs, and intelligent automations applied to data flows, analysis, and decision-making.

End-to-End Pipelines

MLOps & Platforms

Data and AI pipelines with traceability, CI/CD, observability, and cloud operations.

Critical Systems

Security & Surveillance

PPE detection, people tracking, video analysis, and operational monitoring.

Success Cases

Click any case to see the full details.

Featured Work

The strongest cases for a quick read: industrial impact, production scale, and platform engineering.

#12
RecognizedAzure

Industrial Predictive Maintenance Platform

MLOps & Platforms

Predictive-maintenance platform with intelligent agents for industrial plants

PythonXGBoostSMOTE+8
#10
RecognizedGCP

Retail Theft Detection Platform

Security & Surveillance

Large-scale computer-vision platform for theft detection in supermarkets and pharmacies

PythonGoYOLOv11+11
#14
AWS

ModelHub Platform Modernization

MLOps & Platforms

Evolution of a corporate Machine Learning model-deployment platform

PythonAWS LambdaAWS ECS+6
#12
RecognizedAzure

Industrial Predictive Maintenance Platform

MLOps & Platforms

Predictive-maintenance platform with intelligent agents for industrial plants

PythonXGBoostSMOTE+8
#10
RecognizedGCP

Retail Theft Detection Platform

Security & Surveillance

Large-scale computer-vision platform for theft detection in supermarkets and pharmacies

PythonGoYOLOv11+11
#14
AWS

ModelHub Platform Modernization

MLOps & Platforms

Evolution of a corporate Machine Learning model-deployment platform

PythonAWS LambdaAWS ECS+6
#01

Document Forensics

Computer Vision

Document forensics system powered by computer vision

PythonOpenCVFast-RCNN+2
#02

Gaze Estimation in Pharmacies

Computer Vision

Gaze estimation to evaluate product attractiveness in pharmacies

PythonOpenCVGaze Estimation
#03
GCP

People Tracking and Monitoring

Security & Surveillance

Person tracking, re-identification, and monitoring in public and commercial environments

PythonOpenCVAutoencoder+2
#04

OMR for Exams and Lottery Slips

Computer Vision

OMR system for exam grading and lottery slip validation

PythonOpenCVTransformações de Perspectiva+1
#05

Poultry Counting and Mass Estimation

Industry & Meatpacking

Poultry line counting and LiDAR-based mass estimation

PythonC++YOLOv4+6
#06
GCP

Pork Cut Evaluation

Industry & Meatpacking

Computer-vision system for pork-cut evaluation and operator monitoring

PythonC++YOLACT+4
#07
GCP

Legal Document Entity Extraction

MLOps & Platforms

Entity extraction and signature identification in legal documents

PythonNLPGoogle OCR+3
#08
AWS

AI Platform for Beef Carcass Evaluation

Industry & Meatpacking

AI platform for beef-carcass evaluation in meatpacking plants

PythonOpenCVAWS EC2+6
#09

Cattle Counting on Lot Unloading

Industry & Meatpacking

Cattle counting system during lot unloading for meatpacking plants

PythonOpenCVModelos de Detecção
#11
GCP

PPE and Restricted-Area Detection

Security & Surveillance

PPE usage and restricted-area invasion detection on construction sites

PythonYOLOv4OpenCV+1
#13
Azure

Industrial RCA with RAG

Generative AI & Agents

Root Cause Analysis tool based on RAG for industrial environments

PythonRAGAzure OpenAI+4
#15
AWS

Remote Imaging Platform for Agribusiness

Agro & Detection

Evolution of a platform for processing and distributing satellite images

PythonAWSPostgreSQL+3
#16

Financial Data Aggregation Platform

MLOps & Platforms

Data-aggregation product for risk analysis, customer identification, and asset valuation

PythonDjangoPostgreSQL+2