01
Generative AI systems
RAG, guardrails, image generation, APIs and evaluation for LLM-based products.
AI Engineer & Tech Lead
AI beyond theexperiment.
I'm Marco Bochernitsan, an AI Engineer and Tech Lead at HP. I connect data, generative AI systems, intelligent agents and production machine learning.
Porto Alegre, Brazil · Portuguese and English
01 / HUMAN INTELLIGENCEMARCO BOCHERNITSANAI ENGINEERING + TECH LEADERSHIP
BRL 3.5Mweekly revenue increase through forecasting
200k+time series in production
85%less time on audit tests and analyses
MScComputer Science · Generative AI
01 / EXPERTISE
Data, AI and end-to-end engineering.
I design AI solutions as complete systems: data, models, evaluation, safety, product and business impact.
Experience built through delivery
Explore my experience- 01
Airscort - 02
KPMG - 03
Lojas Renner S.A. - 04
Assertive Yield B.V. - 05CURRENT
HP
WHERE I CAN CONTRIBUTE
02
Intelligent agents
Multi-agent architectures, tool orchestration and automation of complex journeys.
03
Production machine learning
Forecasting, NLP, data engineering, pipelines, DevOps and observability for data products at scale.
04
Responsible AI
Fairness in text-to-image models, reproducible evaluation and bias-utility trade-offs.
02 / SELECTED PROJECTS
Applied AI, from concept to delivery.
CONSULTING CASE · AGILIZE · 2025
Customer-support chatbot with AI agents.
A chatbot developed for Agilize using AI agents and the Agno framework, supporting different stages of customer service throughout 2025.
Explore the caseRESEARCH · 2024—2026
Fairness in text-to-image models
Master's research on bias mitigation methods for diffusion models and the trade-offs between fairness and visual quality.
View publications03 / PUBLICATIONS
Applied research in generative AI and NLP.
Work and contributions on irony detection, evaluation and fairness in generative models, including my master's research.
View Google Scholar profile0102030405
Master's thesis · 2026
Evaluating the Effects of Fairness Enhancement Methods in Text-to-Image Models
PUCRS · Graduate Program in Computer SciencePaper · 2025
A Framework for Benchmarking Fairness-Utility Trade-offs in Text-to-Image Models via Pareto Frontiers
arXiv · Computer Vision and Pattern RecognitionConference paper · 2025
Inference Time Debiasing Concepts in Diffusion Models
BRACIS 2025 · SpringerConference paper · 2014
Pathways for Irony Detection in Tweets
ACM Symposium on Applied ComputingConference paper · 2013
Some Clues on Irony Detection in Tweets
WWW '13 Companion · ACM04 / EXPERIENCE
Engineering, data and technical leadership.
ML Engineer Specialist — GenAI
HPServing as Tech Lead in AI EngineeringWorking on generative AI solutions, RAG, guardrails, PDF optimization, image generation and FastAPI services. I led and contributed to applied research that evolved into product development, continuing the work as Tech Lead. Recipient of the HP Innovator Award.
Senior Data Scientist
Assertive Yield B.V.Operated AdTech machine learning models for traffic shaping, RTB flooring, viewability and revenue forecasting.
Data Scientist · Data Analyst
Lojas Renner S.A.Data pipelines, metrics and forecasting at scale. A post-processing improvement increased weekly revenue by BRL 3.5M across more than 200,000 time series.
IT Risk & Analytics Consultant
KPMGIT risk/SOX auditing · Audit automation leadershipIT risk audits, including SOX, for KPMG clients such as BRF, Banrisul, Nubank and AGCO. I led the Brazilian audit-process automation team, developing Python scripts for tests and analyses. The productivity gain was measured in time: these activities took approximately 85% less time compared with manual execution.
Software Engineer Trainee
AirscortPython and C++ development for an autonomous drone landing and charging station in Jerusalem. Implemented door control, charging status and temperature control, collaborating with Highlander engineers to integrate their drones with the station.
HUMAN FIRST. ALWAYS.05 / ABOUT
Technical curiosity with a commitment to delivery.
My data experience spans roles as a data analyst, data scientist and machine learning engineer, alongside hands-on work in data engineering and DevOps. At HP, my formal role is ML Engineer Specialist — GenAI and I serve as Tech Lead in AI Engineering. I contribute to applied research and lead solutions from experimentation into product development, connecting technical depth, communication and delivery.
PythonFastAPIPySparkSQLDatabricksRAGLLMsAgnoMLflowAirflowDockerCI/CD
06 / CONTACT
Let's talk about applied AI.
Open to conversations about AI engineering, agents, GenAI, applied research, speaking and collaboration.