Carlos Guerreiro
perceptive
constructs
bespoke intelligent systems
Helsinki, Finland
Machine Learning & AI
Data Engineering
Optimisation
Data Visualisation
AWS, GCP, Azure

Experience

Skills

Certifications

Experience
BankingAnalytics pipeline, data lake, prediction models, optimisation, recommenders
FintechNLP pipeline, RaG, performance optimisation
CybersecurityNLP pipeline, custom models
WearablesMLOps, orchestration, process optimisation
E-commerceAnalytics pipeline, policy optimisation, low-latency recommenders, visualisation
RecruitmentNLP/Machine Vision models, data normalisation, custom annotation
Web analyticsWorkflow orchestration, pipeline optimisation
TransportationReingineering for scale and performance
Health careSchedule/route optimisation, data visualisation
LogisticsOperational backend
EngineeringCloud scale-out and real-time operational dashboard of data platform

Skills
Machine LearningPyTorch, TensorFlow, scikit-learn, XGBoost, MLflow
NLP & AI HuggingFace, LangChain, SBERT, FAISS
Statistical modelsPyMC, CausalPy, EconML, statsmodels
OptimisationPuLP, CVXOPT, COIN-OR, Gurobi, MiniZinc, Gecode
Data VisualisationTableau, Looker, D3.js
Proto / Low-codeGradio, Retool
AnalyticsSpark (Python, Scala, Java), Delta Lake, DataFusion, Redshift, Athena, BigQuery
Orchestration and infraAirflow, AWS Batch, K8s, Terraform, GitHub CI/CD, Gitlab CI/CD
Python dataPandas, Polars, NumPy, SciPy
Streaming & real-timeKafka, Kinesis, Redis
Scraping & extraction BeautifulSoup4, Selenium
Python backendsFastAPI, Flask
Scala backendPlay
High perf C++Eigen, RocksDB, boost.asio
JS I/O microservicesNode.js
Go backendsGin, gRPC

Certifications and Courses
MSc Computer Science, Universidade Nova de Lisboa
Google Cybersecurity specialisation certificate
Google Cloud skills profile
Certified Scrum Master