Maria Daniela Leite De Souza - Research Scientist

Q: Where is Maria Daniela based?

Maria Daniela is based in Tübingen, Germany .

Q: What languages does Maria Daniela speak?

Maria Daniela speaks the following languages: Portuguese (Native), English (Advanced), Spanish (Advanced), German (Intermediate), French (Intermediate), Italian (Intermediate) .

Q: How many years of experience does Maria Daniela have?

Maria Daniela has at least 4 years of experience. During this time, Maria Daniela has worked in at least 3 different roles and for 3 different companies . The average length of individual experience is 1 year and 3 months . Note that Maria Daniela may not have shared all experience and actually has more experience.

Q: What is Maria Daniela's latest experience?

Maria Daniela's most recent position is Research Scientist at Intel Labs .

Q: What companies has Maria Daniela worked for in recent years?

In recent years, Maria Daniela has worked for Intel Labs and Huawei - Intelligent Cloud Technologies Lab .

Q: Which industries is Maria Daniela most experienced in?

Maria Daniela is most experienced in industries like Information Technology and Education .

Q: Which business areas is Maria Daniela most experienced in?

Maria Daniela is most experienced in business areas like Research and Development , Product Development , and Information Technology .

Q: What is Maria Daniela's education?

Maria Daniela holds a Doctorate in Computer Science/Machine Learning from Max Planck Institute for Intelligent Systems , a Master in Physics/Theoretical Physics from Brazilian Center for Research in Physics and a Bachelor in Physics from Regional University of Cariri .

Q: What is the availability of Maria Daniela?

Maria Daniela is immediately available full-time for suitable projects.

Recommended expert

Tübingen, Germany

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Experience

Sep 2023 - Sep 2025

2 years 1 month

Research Scientist

Intel Labs

Designed and implemented AI-driven orchestration models for large-scale distributed systems.
Developed Python and Go-based optimization pipelines to automate service placement across Kubernetes clusters.
Worked on scalable data pipelines and production-ready model integration with serverless frameworks (intent-driven K8s operators).
Contributed to the Horizon Europe VERGE project.

Nov 2022 - Aug 2023

10 months

Ph.D. Research Intern

Huawei - Intelligent Cloud Technologies Lab

Developed GNN-based heuristics to accelerate MILP solving for operations research problems on Huawei Cloud.
Built end-to-end research prototype integrating ML and optimization in distributed settings.

Jul 2018 - Jun 2019

1 year

Co-Founder and Chief Scientific Officer

Sealtech

Developed deep learning models to forecast students dropout rates using engagement signals.
Translated insights into early intervention strategies in online learning systems.

Industry Experience

See where this freelancer has spent most of their professional time.

Experienced in Information Technology and Education.

Information Technology

Education

Business Area Experience

See which departments and functions this freelancer has contributed to most.

Experienced in Research and Development, Product Development, and Information Technology.

Research and Development

Product Development

Information Technology

Summary

I am an Applied Scientist with expertise in network science, machine learning and optimization. I design and analyze graph models to forecast system-level dynamics and perform inference tasks in complex networks.

My work combines statistical modeling and optimal transport theory to produce reproducible and data-driven insights for decision-making.

Skills

Programming Languages And Frameworks
Python (Primary), C++, Go
Pytorch, Pytorch Geometric, Tensorflow, Scikit-Learn
Infrastructure And Tools
Kubernetes (Helm, Operators), Docker, Cloud-Edge Orchestration, Sql (Basic), Git
Machine Learning Specializations
Graph Neural Networks, Optimal Transport For Networks, Distributed Systems, Data Analysis
Experimentation & Analysis
Networkx, Pymc, Mlflow, Bayesian Modeling, Simulation Design
Soft Skills
Project Management, Collaborative Problem-Solving, Communication, Leadership, Initiative

Languages

Portuguese

Native

English

Advanced

Spanish

Advanced

German

Intermediate

French

Intermediate

...and 1 more

Education

Oct 2019 - Jun 2024

Max Planck Institute for Intelligent Systems

PhD in Computer Science/Machine Learning · Computer Science/Machine Learning · Tübingen, Germany · Magna Cum Laude

Oct 2017 - Jun 2019

Brazilian Center for Research in Physics

Physics/Theoretical Physics · Physics/Theoretical Physics · Rio de Janeiro, Brazil

Oct 2013 - Jun 2017

Regional University of Cariri

Physics · Physics · Brazil · GPA: 9.6/10

Statistics

Experience

Total positions 3

Experience in Information Technology 4 y

Avg length 1 y 3 m

Longest experience 2 y

Expertise

Recent roles Research Scientist, Ph.D. Research Intern, Co-Founder and Chief Scientific Officer

Main industries Information Technology, Education

Main business areas Research and Development, Product Development, Information Technology

Qualifications

Highest degree Doctorate

Profile

Created

November 2025

Last Update

November 2025

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Frequently asked questions

Have questions? Find more information here.

Where is Maria Daniela based?

Maria Daniela is based in Tübingen, Germany.

What languages does Maria Daniela speak?

Maria Daniela speaks the following languages: Portuguese (Native), English (Advanced), Spanish (Advanced), German (Intermediate), French (Intermediate), Italian (Intermediate).

How many years of experience does Maria Daniela have?

Maria Daniela has at least 4 years of experience. During this time, Maria Daniela has worked in at least 3 different roles and for 3 different companies. The average length of individual experience is 1 year and 3 months. Note that Maria Daniela may not have shared all experience and actually has more experience.

What roles would Maria Daniela be best suited for?

Based on recent experience, Maria Daniela would be well-suited for roles such as: Research Scientist, Ph.D. Research Intern, Co-Founder and Chief Scientific Officer.

What is Maria Daniela's latest experience?

Maria Daniela's most recent position is Research Scientist at Intel Labs.

What companies has Maria Daniela worked for in recent years?

In recent years, Maria Daniela has worked for Intel Labs and Huawei - Intelligent Cloud Technologies Lab.

Which industries is Maria Daniela most experienced in?

Maria Daniela is most experienced in industries like Information Technology and Education.

Which business areas is Maria Daniela most experienced in?

Maria Daniela is most experienced in business areas like Research and Development, Product Development, and Information Technology.

What is Maria Daniela's education?

Maria Daniela holds a Doctorate in Computer Science/Machine Learning from Max Planck Institute for Intelligent Systems, a Master in Physics/Theoretical Physics from Brazilian Center for Research in Physics and a Bachelor in Physics from Regional University of Cariri.

What is the availability of Maria Daniela?

Maria Daniela is immediately available full-time for suitable projects.

What is the rate of Maria Daniela?

Maria Daniela's rate depends on the specific project requirements. Please use the Meet button on the profile to schedule a meeting and discuss the details.