💼 Current Position

Machine Learning Engineer

CloudWalk, Inc.
August 2025 - Present Remote

Building and deploying ML infrastructure at scale. This is where theory meets production — designing systems that actually work in the real world, not just in Jupyter notebooks.

What I Do

  • ML Infrastructure: Design, build, and maintain scalable and reliable machine learning infrastructure.
  • Model Deployment: Deploy and monitor ML models for real-time inference.
  • API Development: Develop and maintain robust REST APIs for the company's machine learning services.
  • Production Collaboration: Collaborate with data scientists to productionalize their models and algorithms.

Tech Stack

Python ML Ops REST APIs Real-time Inference

The Journey So Far

June 2025 - August 2025

Summer Intern

Inter-American Development Bank (IDB)
Washington, DC · Hybrid

Designed and developed an AI-powered chatbot for the Office of the Secretary, leveraging Python, C#, and SQL for end-to-end integration and deployment.

Key Achievements

  • Engineered automated PDF document pipeline using PyPDF2 and PyPDFLoader for scalable processing.
  • Implemented AI-driven metadata extraction with Azure OpenAI GPT-4o, storing results in versioned JSON cache to optimise costs.
  • Built hybrid semantic retrieval system combining Hugging Face embeddings (all-MiniLM-L6-v2) with FAISS and BM25 for keyword retrieval.
  • Developed C#/SQL backend with RESTful API endpoints for real-time queries and data exchange.
  • Integrated LangChain for advanced orchestration, connecting vector stores with OpenAI services.
  • Enhanced UX through custom Gradio UI with dark mode and accessibility improvements.
Python C# SQL Azure OpenAI FAISS Hugging Face LangChain REST APIs
January 2022 - September 2024

Cyber Security Consultant

EY (Ernst & Young)
Remote

Data Protection, Governance and Privacy. Led Data Loss Prevention (DLP) initiatives for a global user base, proactively safeguarding sensitive information.

What I Built

  • Led end-to-end analysis and response to DLP incidents using Symantec DLP and Microsoft Purview.
  • Orchestrated migration and optimization of security policies within Microsoft Purview for GDPR, ISO 27001 compliance.
  • Conducted behavioural analysis and anomaly detection to identify data leakage risks.
  • Developed and documented DLP and access control policies, reducing false positives.
Microsoft Purview Symantec DLP BigID OneTrust Splunk Zscaler Power BI GDPR
April 2021 - July 2022

Chief Diversity Officer

Shaping Horizons
Remote · Part-time

Designed and led comprehensive DEI training programmes, empowering cross-functional teams to foster a more inclusive organisational culture.

Key Responsibilities

  • Conducted qualitative and quantitative research to diagnose barriers to belonging.
  • Developed organisational policies, inclusive recruitment frameworks, and anti-bias interventions.
  • Provided expert recommendations to executive leadership on DEI strategy.
November 2020 - December 2021

Analyst - Monitoring and Surveillance

HSBC
Cracow, Poland · Remote

Compliance and Financial Crime surveillance. Monitored internal and external communications to detect security risks and insider threats in a global banking environment.

Core Work

  • Monitored communications across CSURV/Digital Reasoning, Magna Voice/Relativity, and Jabber platforms.
  • Conducted real-time threat detection and escalated high-risk security incidents.
  • Utilised advanced log analysis and pattern recognition to uncover data leakage and fraud.
  • Maintained adherence to GDPR and financial sector security frameworks.
People's Champion on Diversity for the Global Surveillance Team. Active contributor to the Embrace group advancing DEI.
CSURV Magna Voice Relativity GDPR Incident Response
October 2020 - June 2021

Collaborator

Firma Preta
Remote · Seasonal

Helped publicize tips and information about academic and professional opportunities abroad to enhance black and indigenous Brazilians' accessibility.

July 2020 - April 2021

Human Resources Officer on Diversity and Inclusion

Shaping Horizons
Remote · Part-time

Coordinated the end-to-end recruitment lifecycle with DEI-aligned sourcing, screening, and selection processes.

Key Responsibilities

  • Established transparent hiring criteria and objective assessment tools to reduce bias.
  • Supported inclusive onboarding and retention initiatives.
  • Collaborated with partners to deliver workshops and embed inclusive practices.
January 2020 - October 2020

Know Your Customer Support Specialist

Revolut
Kraków, Poland · Hybrid

Executed identity verification and onboarding for global clients, ensuring alignment with AML/KYC, GDPR, and financial regulations.

Responsibilities

  • Analysed customer documentation and transactional data, identifying fraud and potential risks.
  • Managed escalated cases in the Complaints department.
  • Co-founded and led the BAME Guild, organising racial awareness initiatives.
What I Learned: This is where I understood how biased algorithms affect people's lives. Seeing ML models flag individuals as "high risk" shaped my approach to AI fairness.
AML/KYC Jira GDPR Compliance
April 2020 - December 2020

Project Officer

Translators without Borders
Remote · Contract

Coordinated large-scale translation projects for humanitarian initiatives, managing end-to-end workflows with multilingual teams.

Key Responsibilities

  • Oversaw quality assurance processes with detailed linguistic reviews.
  • Utilised Asana and data-driven reporting to optimise resource allocation.
September 2018 - April 2021

Researcher-Writer Analyst and Editor (OSINT)

Independent Consultant
Remote · Contract

Conducted open-source intelligence (OSINT) investigations in multiple languages (English, Portuguese, Spanish, French) to identify bribery, corruption, and reputational risks.

Key Achievements

  • Authored approximately 100 enhanced due diligence reports for multinational clients.
  • Analysed digital footprints and public records to uncover legal and compliance threats.
  • Served as editor, reviewing complex analytical reports for clarity and regulatory relevance.
  • Ensured compliance with FCPA, UK Bribery Act, and GDPR throughout investigations.
OSINT Due Diligence Multilingual Research Anti-Corruption
September 2018 - April 2020

Project Manager

Translators without Borders
Remote

Led multi-phase translation projects coordinating volunteer linguists and subject-matter experts for rapid-response humanitarian assignments.

Key Achievements

  • Developed and standardised project documentation and volunteer training.
  • Analysed project metrics and drove continuous improvement initiatives.
  • Delivered humanitarian content in over 30 languages.
February 2017 - May 2017

Intern (International Security and Disarmament)

Permanent Mission of Brazil to the United Nations
New York City, USA · On-site

Supported the Brazilian delegation in high-level negotiations at the UN General Assembly's First Committee, focusing on disarmament and non-proliferation.

Key Contributions

  • Conducted research and analysis on international security issues, drafting briefs for diplomats.
  • Prepared and translated official documents in Portuguese, English, French, and Spanish.
  • Contributed to successful negotiations on the nuclear weapons ban treaty (adopted July 2017).
  • Participated in the Disarmament Commission for Small Weapons.
December 2015 - May 2016

Intern

Institute of European Studies - Jagiellonian University
Kraków, Poland

Conducted, transcribed and analysed interviews for the working package dedicated to the identities of Doctoral Students in Europe.

April 2013 - October 2020

Translator

Freelance
Remote

English-Portuguese, French-Portuguese, Spanish-Portuguese translation and subtitling services.

September 2013 - November 2013

Intern

Dispositiva Produções
Rio de Janeiro, Brazil

Quality control and final revision of translated, adapted and transcribed subtitles for TV series and films before broadcast.

November 2011 - December 2011

Intern

Honorary Vice Consulate of Italy
Florianópolis, Brazil

Public attendance for Italian citizens residing in Florianópolis and surrounding areas.

August 2010 - October 2010

Census Taker

IBGE (Brazilian Institute of Geography and Statistics)
Florianópolis, Brazil

Collected census data for Census 2010 by visiting homes in designated areas. Registered, reported and corrected problems in the field.

What This All Taught Me

🔧

Technical Chops

From Python to C#, from Azure to on-prem infrastructure — I've worked across the full stack of ML systems. Not just building models, but deploying and maintaining them.

⚖️

Fairness & Ethics

Saw firsthand how biased ML systems harm real people in financial services. That's why I'm obsessed with building fairer systems.

🏢

Enterprise Reality

Enterprise ML is messy data, legacy systems, and compliance constraints. I learned to navigate these complex environments successfully.

🌍

Global Perspective

Worked across Brazil, UK, and US with clients from dozens of countries. We need to build systems that work for everyone, everywhere.

Let's Connect

Interested in discussing AI fairness, ML engineering, or collaboration opportunities? I'm always open to meaningful conversations about building ethical technology.