Summary
Overview
Work History
Education
Skills
Certification
Publications
Speaking Engagements
Interests
Hobbies
Timeline
Hi, I’m

Luiz Felipe Mendes

Head Of Data Scientist | Recommendation & Search | Manager And Entrepreneurship
São Paulo
Luiz Felipe Mendes

Summary

Currently leading the AI teams focused on Recommendation, Search, and Ads at iFood, the largest food delivery platform in Latin America. Managing a team of 20+ data scientists, collaborating with engineering and product teams to build scalable AI-driven platforms. Key contributions include enhancing personalization, optimizing search ranking, and improving ad targeting, leading to a 24% boost in order conversion** and 17% increase in ad revenue.


Previously co-founded Hekima, an AI company specializing in social media analytics, enterprise AI, and Big Data solutions, later acqui-hired by iFood. Led end-to-end AI projects in NLP, optimization, e-commerce, data infrastructure, and ads, delivering solutions for major Brazilian companies like AMBEV, Raízen, Fiat, and JCPM Group.


Master of Science (MSc) in Computer Science from UFMG, specializing in text classification. Active speaker on Machine Learning, Big Data, AI, and Data Storytelling, with talks at Stanford, UFMG, and PUC. Consulted on the development of postgraduate programs in Data Engineering and Machine Learning.

Overview

14
years of professional experience
5
years of post-secondary education
11
Certifications
3
Languages

Work History

iFood

Head of Data Science
01.2020 - Current

Job overview

Leading Recommendation, Ads, and Search Data Science teams (>20 data scientists).

Built AI-driven platforms powering personalization, search ranking, and discovery for millions of users.Collaborated with engineering, product, and business teams to drive data-driven decision-making.

Key Projects & Achievements:

  • FoodGraph – Developed a graph-based deep learning model using user order history to

generate embeddings, enhancing recommendation discovery and engagement.

  • Recommendation Platform – Designed a scalable hybrid recommendation system,

integrating:

  • Candidate generation pipelines for surfacing relevant options.
  • Offline models for ranking and personalization.
  • Re-ranking techniques to optimize engagement and conversion rates.
  • Semantic Search – Built domain-specific embeddings for food and grocery delivery, improving query understanding and item representation, enhancing search relevance.

Hekima

Co-Founder & Lead Data Scientist
12.2010 - 01.2020

Job overview

  • Co-founded Hekima, initially focused on social media analytics, later expanding into

enterprise AI & Big Data solutions.

  • Led a Data Science team developing machine learning & data analytics projects for

major Brazilian companies.

  • Transitioned to iFood after Hekima was acqui-hired in 2020, leading AI-driven

personalization efforts.

Key Projects & Achievements:

  • Led AI & Data Science Teams – Managed a multidisciplinary team of data scientists, engineers, and analysts, driving end-to-end AI solutions.
  • Enterprise AI Solutions – Delivered machine learning & data analysis projects for clients like AMBEV, Raízen, Fiat, and JCPM Group, focusing on NLP, optimization, e-commerce, and data infrastructure.
  • Zahpee Monitor – Co-developed an AI-powered social media analytics platform, analyzing millions of social media posts in real-time, enabling businesses to track sentiment and trends.
  • AI Education & Training – Created and taught Data Science Course on Udemy, educating professionals on machine learning, AI applications, and data-driven decision-

making.

Education

Federal University of Minas Gerais (UFMG)
Belo Horizonte, Minas Gerais, Brazil

Bachelor of Science from Computer Science
05.2006 - 01.2010

Federal University of Minas Gerais (UFMG)
Belo Horizonte, Brazil

Master of Science from Computer Science
05.2017 - 01.2019

University Overview

Specialization in NLP focused on Text Classification and Meta Classifiers

Skills

Recommender Systems

Certification

DeepLearning.AI TensorFlow Developer Specialization - DeepLearning.AI

Publications

  • "Keep it Simple, Lazy" MetaLazy: A New MetaStrategy for Lazy Text Classification, ACM International Conference on Information and Knowledge Management (CIKM2020), Oct 22, 2020.
  • A model for estimating change propagation in software, Software Quality Journal, 06/01/18
  • Identifying thresholds for object-oriented software metrics, Journal of Systems and Software, 02/01/12
  • Reference Values for Object-Oriented Software Metrics, Software Engineering, 10/01/09

Speaking Engagements

  • Stanford, Graph Learning (2023) - https://snap.stanford.edu/graphlearning-workshop-2023/
  • UFMG (university)
  • PUC (university)
  • RecSys 2020, "How does iFood use recommendation to improve food delivery experience"
  • ACM International Conference on Information and Knowledge Management (CIKM2020), Keep it Simple, Lazy - MetaLazy: A New MetaStrategy for Lazy Text Classification, 10/22/20

Interests

Recommendation

Personalization

Generative AI

LLM

Ai Ethics

Hobbies

Coffee Brewing, Plant based food, Dogs, Basketball, Movies, Animes and Series 

Timeline

Head of Data Science

iFood
01.2020 - Current

Federal University of Minas Gerais (UFMG)

Master of Science from Computer Science
05.2017 - 01.2019

Co-Founder & Lead Data Scientist

Hekima
12.2010 - 01.2020

Federal University of Minas Gerais (UFMG)

Bachelor of Science from Computer Science
05.2006 - 01.2010
Luiz Felipe MendesHead Of Data Scientist | Recommendation & Search | Manager And Entrepreneurship