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Luciana Ferreira

@lucianaferreira

Machine Learning / AI Engineer who ships production systems end-to-end: data, models, and MLOps.

Brazil
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What I'm looking for

I seek roles where I can ship end-to-end AI systems, influence technical direction as an IC or tech lead, and work on scalable, production-grade ML/LLM products.

I am a Machine Learning / AI Engineer who delivers end-to-end production systems, spanning data engineering, modeling, and MLOps. I specialize in building reliable pipelines and production deployments that turn raw signals into operational insights.

Recently I delivered Databricks-based airport analytics for Fraport to measure passenger presence from Wi‑Fi, an audio-to-insight LLM pipeline (Whisper → enrichment → GPT-4o-mini) that drafts personalized sales follow-ups, and RondaPress, a newsroom intelligence engine that scrapes and ranks content with LLM headline generation.

In prior roles I shipped regulated conversational AI solutions for major banks and built pre-LLM assistants, combining UX design, NLU tuning, and compliance-aware engineering. I also founded a developer education nonprofit, secured a USD 25k grant, grew a 150+ developer community, and translated a technical book for O’Reilly.

Technically, I work with Python, SQL/Spark/Databricks, FastAPI, Docker, CI/CD, Cloudflare Tunnels, AWS, and LLM/ASR/TTS tools (OpenAI, Whisper, ElevenLabs). I operate effectively as an individual contributor or tech lead, focused on shipping robust, scalable AI products.

Experience

Work history, roles, and key accomplishments

ML
Current

Machine Learning Engineer

MakeOne Lab

Feb 2025 - Present (7 months)

Built Databricks-based airport Wi‑Fi analytics for Fraport and developed end-to-end AI pipelines (audio→Whisper→GPT-4o-mini) to generate sales follow-ups, improving insight generation and operational dashboards.

SS

Founder & Software Engineer

Scalar School

Mar 2024 - Feb 2025 (11 months)

Founded a developer education non-profit, secured a USD 25k Human Rights Foundation grant, designed curricula, grew a 150+ developer community, and launched university clubs and multi-city meetups.

VA

Tech Consultant

Voz AI

Jun 2023 - Mar 2024 (9 months)

Delivered end-to-end conversational banking assistants (Dialogflow) and UX writing for financial platforms, producing production-ready chat experiences and prompt-engineering training content.

BL

UX Designer (Conversational AI)

Blip

Nov 2021 - Jun 2023 (1 year 7 months)

Designed and optimized conversational AI solutions for major banks (Itaú, Bradesco), defined bot logic and microcopy, and collaborated with data teams to measure funnels and iterate on NLU performance.

Education

Degrees, certifications, and relevant coursework

S(

São Paulo State College of Technology (FATEC-SP)

Bachelor of Technology, Systems Analysis & Development

2024 -

Pursuing a Bachelor of Technology in Systems Analysis & Development with coursework in discrete math, calculus, statistics, algorithms, and software engineering.

Binghamton University logoBU

Binghamton University

PhD studies, Biology

2014 - 2019

Undertook PhD studies in Biology but withdrew prior to completion.

Federal University of São Carlos logoFC

Federal University of São Carlos

Bachelor's, Biological Sciences

2005 - 2008

Completed a Bachelor's degree in Biological Sciences covering core topics in biology.

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Luciana Ferreira - Machine Learning Engineer - MakeOne Lab | Himalayas