Lino Giefer - Senior Data Scientist

Q: Where is Lino based?

Lino is based in Bremen, Germany .

Q: What languages does Lino speak?

Lino speaks the following languages: German (Native), English (Advanced), Italian (Advanced), Spanish (Elementary), Polish (Elementary), Portuguese (Elementary), Vietnamese (Elementary), Chinese (Elementary) .

Q: How many years of experience does Lino have?

Lino has at least 15 years of experience. During this time, Lino has worked in at least 6 different roles and for 8 different companies . The average length of individual experience is 2 years and 10 months . Note that Lino may not have shared all experience and actually has more experience.

Q: What is Lino's latest experience?

Lino's most recent position is Senior Data Scientist at CARIAD SE .

Q: What companies has Lino worked for in recent years?

In recent years, Lino has worked for CARIAD SE , BG Phoenics , VinFast Germany GmbH , IU University of Applied Sciences , and Self-Employed .

Q: Which industries is Lino most experienced in?

Lino is most experienced in industries like Automotive , Education , and Information Technology (IT) . Lino also has some experience in Transportation and Logistics , Manufacturing , and Professional Services .

Q: Which business areas is Lino most experienced in?

Lino is most experienced in business areas like Information Technology (IT) , Project Management , and Product Development . Lino also has some experience in Research and Development (R&D) and Business Intelligence .

Q: Which industries has Lino worked in recently?

Lino has recently worked in industries like Education , Automotive , and Information Technology (IT) .

Q: Which business areas has Lino worked in recently?

Lino has recently worked in business areas like Information Technology (IT) , Research and Development (R&D) , and Project Management .

Recommended expert

Bremen, Germany

Experience

Oct 2024 - Feb 2025

5 months

Senior Data Scientist

CARIAD SE

Building ETL pipelines to collect data from various local sources and query endpoints
Performing data analyses and ensuring reliable data delivery from Microsoft Azure Synapse to Power BI
Developing and training machine learning models using TensorFlow
Analyzing and logging vehicle networks with CANalyzer and CANoe

Mar 2024 - Jun 2025

1 year 4 months

Senior Data Scientist

BG Phoenics

Developing and implementing NLP applications for accident prevention and risk analysis in companies
Developing large language models (LLMs) using RAG
Implementing and evaluating NLP search algorithms (semantic search, keyword search, reciprocal rank fusion)
Performing optical character recognition with OpenCV and Tesseract for text extraction

Jul 2022 - Sep 2024

2 years 3 months

Senior Data Scientist

VinFast Germany GmbH

Leading the strategic software development of fusion algorithms for precise object tracking, trajectory prediction and environment modeling based on multimodal sensor data (e.g., camera, LiDAR, radar, GNSS, IMU)
Developing and implementing navigation algorithms for autonomous vehicles, including path planning, obstacle avoidance and sensor fusion of visual, inertial and distance-based sources
Automating the extract and training process with CI/CD
Designing and optimizing data pipelines and processes in Microsoft Azure using Apache Spark, Databricks and PySpark
Developing and optimizing embedded software for automotive control units
Creating latency-critical software for real-time controls in robotic systems with RTOS (freeRTOS, SAFERTOS)
Using the Vector toolchain (CANdela, Davinci, CANoe) for configuration and diagnostics
Optimizing existing data pipelines and processes (ETL, data warehouse, SQL)
Building and training machine learning models with PyTorch
Developing deep learning-based object detection and visual SLAM algorithms trained on combined camera, LiDAR and IMU data
Implementing computer vision algorithms for object detection and classification in robotic systems using OpenCV and YOLO, leveraging synchronized image and depth data
Implementing behavior-based control systems for autonomous robots using ROS2 behavior trees
Conducting tests, releases and integrating the sensor fusion algorithms into automotive production programs
Following appropriate software development processes and safety standards to ensure high data quality (MISRA, ISO 26262, ASPICE)

Feb 2020 - Present

6 years 1 month

Academic Teacher for Python and Deep Learning

IU University of Applied Sciences

Creating lesson plans and study guides to teach and support students in their field
Conducting experiments, prompting and fine-tuning large language models (GPT, Falcon-40B) as part of lectures
Providing appropriate learning materials for students
Using personalized study plans to help students gain a deeper understanding of the course material and their learning styles

Oct 2019 - Sep 2022

3 years

Freelance Scientific Author

Self-Employed

Designing and writing textbooks and additional teaching materials in the fields of autonomous driving, robotics and deep learning
Conducting literature research on specific topics
Applying scientific methods for writing, editing and proofreading content

Aug 2019 - Jun 2022

2 years 11 months

Data Scientist

Continental AG

Led a research project with the Institute for Cognitive Neuroinformatics to investigate the suitability of AI methods for optimizing automated driving functions using multimodal sensor data (camera, LiDAR, radar, GNSS, IMU)
Developed sensor fusion algorithms for robust environment perception and precise localization based on combined data streams from camera, LiDAR, radar, GNSS, and IMU systems
Trained complex deep-learning models on multimodal sensor data using TensorFlow and PyTorch
Set up data pipelines in Kubeflow and Kubernetes
Developed ROS2-based API modules for interaction with external control units and sensor networks
Managed data warehouses in Microsoft Azure
Wrote Terraform configurations
Debugged via Vector tools (CAN, Modbus, D-Bus, I2C)
Used SQL, developed larger SQL statements
Performed and developed integration tests with Python
Conducted code reviews
Researched probabilistic methods, (multimodal) sensor fusion, deep learning, object detection, and tracking

Jan 2017 - Jul 2019

2 years 7 months

Research Engineer

Bremer Institut für Produktion und Logistik (BIBA) GmbH

Led projects with m.a.l. Effekt Technik GmbH, MWZ Steuerungstechnik GmbH, and USK-Wolfram Ungermann Systemkälte GmbH & Co. KG to explore AI methods for process optimization and logistics
Researched probabilistic methods, sensor fusion, deep learning, and image processing
Developed image processing algorithms with OpenCV
Developed a quantized neural network on FPGA hardware
Presented research results at renowned conferences and in scientific journals

Feb 2011 - Oct 2016

5 years 9 months

Data Engineer

ZF Friedrichshafen AG

Developed and optimized data pipelines and processes in Microsoft Azure using Apache Spark and PySpark
Implemented test software and data analysis algorithms
Automated tests with Python
Monitored production progress, maintained detailed records, and updated documentation
Coordinated and held meetings with external stakeholders and organizations
Designed and developed test rigs, implementing hardware and software for measurement systems
Promoted seamless collaboration among cross-functional teams across multiple sites, quickly identified and resolved project issues to ensure timely delivery
Conducted thorough investigations into project issues, swiftly implemented corrective actions or escalated matters as needed to maintain project progress
Collaborated with government and local authorities to ensure compliance with regulations and guidelines

Industries Experience

See where this freelancer has spent most of their professional time. Longer bars indicate deeper hands-on experience, while shorter ones reflect targeted or project-based work.

Experienced in Automotive (11 years), Education (6.5 years), Information Technology (4 years), Transportation (2.5 years), Manufacturing (2.5 years), and Professional Services (1.5 years).

Automotive

Education

Information Technology

Transportation

Manufacturing

Professional Services

Business Areas Experience

The graph below provides a cumulative view of the freelancer's experience across multiple business areas, calculated from completed and active engagements. It highlights the areas where the freelancer has most frequently contributed to planning, execution, and delivery of business outcomes.

Experienced in Information Technology (12 years), Project Management (11 years), Product Development (10.5 years), Research and Development (9 years), and Business Intelligence (0.5 years).

Information Technology

Project Management

Product Development

Research and Development

Business Intelligence

Summary

Senior Data Scientist, most recently active primarily in the automotive sector. Proven track record of leading cross-functional teams and managing complex projects. Deep understanding of developing and optimizing a wide range of algorithms through innovative research and practical solutions. Skilled in hands-on software development and clear, effective communication with architects and stakeholders at the strategic level. Detail-oriented team player with strong problem-solving and leadership skills, able to quickly understand complex systems and drive focused improvements.

Skills

Skills:

Data Science
Machine Learning
Data Transformation
Deep Learning
Large Language Models
Sensor Fusion
Image Processing
Probability Theory
Algorithm Development

Soft Skills:

Team Leadership
Project Management
Analytical Thinking
Teamwork
Research Skills
Communication
Solution Orientation
Working Independently
Agile Development
Scrum
Coaching

Operating Systems:

Linux
Windows
Unix
Rtos
Freertos
Safertos
Ros
Ros2

Programming Languages:

Python
Java
Scala
C
C++
Plc

Databases:

Sqlite
Sqlalchemy
Postgresql
Ibm Db2
Redis
Mongodb

Embedded:

Td4
Stm32
Fpga
Dsp
Ethernet
Pcie
Isim

Frameworks & Libraries:

Tensorflow
Pytorch
Pyspark
Eigen
Opencv
Numpy
Scipy
Spacy
Rasnet
Boost Beast
Boost Asio
Openssl
Qt
Gtest
Yolov8

Protocols:

Can
Modbus
Tcp/ip
Udp

Cloud Platforms & Automation:

Azure Data Lake
Openshift
Github Actions
Gitlab Ci
Gitlab
Microsoft Azure
Terraform
Etl
Sql
Jenkins
Shell Scripting
Ci/cd

Software Tools:

Docker
Kubernetes
Kubeflow
Kafka
Cmake
Openshift
Github Actions
Gitlab Ci
Git
Gitlab
Microsoft Azure
Cloud Platforms
Sonarqube
Uml
Clang-tidy
Clang-format
Autosar
Matlab Stateflow
Matlab Simulink
Terraform
Talend
Vector-toolchain
Ibm Doors
Power Bi
Confluence
Jira

Standards:

Misra
Iso 26262
Aspice

Languages

German

Native

English

Advanced

Italian

Advanced

Spanish

Elementary

Polish

Elementary

...and 3 more

Education

Oct 2015 - Jun 2022

University of Bremen

Doctor of Engineering · Computer Science and Mathematics · Bremen, Germany

Oct 2013 - Jun 2015

University of Bremen

Master of Science, specialization in Mechatronics · Systems Engineering · Bremen, Germany

Oct 2010 - Jun 2013

University of Bremen

Bachelor of Science, specialization in Automation Engineering and Robotics · Systems Engineering · Bremen, Germany

Certifications & licenses

ISO 21448 UL Certified Autonomy Safety Professional Training

ISO 26262 UL Certified Functional Safety Professional Training

Profile

Created

December 2023

Last Update

October 2025

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Frequently asked questions

Do you have questions? Here you can find further information.

Where is Lino based?

Lino is based in Bremen, Germany.

What languages does Lino speak?

Lino speaks the following languages: German (Native), English (Advanced), Italian (Advanced), Spanish (Elementary), Polish (Elementary), Portuguese (Elementary), Vietnamese (Elementary), Chinese (Elementary).

How many years of experience does Lino have?

Lino has at least 15 years of experience. During this time, Lino has worked in at least 6 different roles and for 8 different companies. The average length of individual experience is 2 years and 10 months. Note that Lino may not have shared all experience and actually has more experience.

What roles would Lino be best suited for?

Based on recent experience, Lino would be well-suited for roles such as: Senior Data Scientist, Academic Teacher for Python and Deep Learning, Freelance Scientific Author.

What is Lino's latest experience?

Lino's most recent position is Senior Data Scientist at CARIAD SE.

What companies has Lino worked for in recent years?

In recent years, Lino has worked for CARIAD SE, BG Phoenics, VinFast Germany GmbH, IU University of Applied Sciences, and Self-Employed.

Which industries is Lino most experienced in?

Lino is most experienced in industries like Automotive, Education, and Information Technology (IT). Lino also has some experience in Transportation and Logistics, Manufacturing, and Professional Services.

Which business areas is Lino most experienced in?

Lino is most experienced in business areas like Information Technology (IT), Project Management, and Product Development. Lino also has some experience in Research and Development (R&D) and Business Intelligence.

Which industries has Lino worked in recently?

Lino has recently worked in industries like Education, Automotive, and Information Technology (IT).

Which business areas has Lino worked in recently?

Lino has recently worked in business areas like Information Technology (IT), Research and Development (R&D), and Project Management.

What is Lino's education?

Lino holds a Doctorate in Computer Science and Mathematics from University of Bremen, a Master in Systems Engineering from University of Bremen and a Bachelor in Systems Engineering from University of Bremen.

Does Lino have any certificates?

Lino has 2 certificates. These include: ISO 21448 UL Certified Autonomy Safety Professional Training and ISO 26262 UL Certified Functional Safety Professional Training.

What is the availability of Lino?

Lino is immediately available full-time for suitable projects.

What is the rate of Lino?

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