Lino Giefer - Senior Machine Learning Engineer

Q: Where is Lino based?

Lino is based in Scharbeutz, 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 6 different companies . The average length of individual experience is 3 years and 6 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 VinFast Germany GmbH .

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

In recent years, Lino has worked for VinFast Germany GmbH , IU University of Applied Sciences , Self-Employed , and Continental AG .

Q: Which industries is Lino most experienced in?

Lino is most experienced in industries like Automotive , Education , and Information Technology . Lino also has some experience in Transportation and Manufacturing .

Q: Which business areas is Lino most experienced in?

Lino is most experienced in business areas like Information Technology , Project Management , and Product Development . Lino also has some experience in Research and Development .

Q: Which industries has Lino worked in recently?

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

Q: Which business areas has Lino worked in recently?

Lino has recently worked in business areas like Information Technology , Research and Development , and Project Management .

Recommended expert

Scharbeutz, Germany

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Experience

Jul 2022 - Sep 2024

2 years 3 months

Senior Data Scientist

VinFast Germany GmbH

Led 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)
Developed and implemented navigation algorithms for autonomous vehicles, including path planning, obstacle avoidance, and sensor fusion of visual, inertial, and distance-based sensor sources
Automated extraction and training processes with CI/CD
Developed and optimized data pipelines and processes in Microsoft Azure using Apache Spark, Databricks, and PySpark
Developed and optimized embedded software for automotive control units
Designed latency-critical software for real-time control in robotic systems with RTOS (freeRTOS, SAFERTOS)
Used the Vector toolchain (CANdela, DaVinci, CANoe) for configuration and diagnostics
Optimized existing data pipelines and processes (ETL, data warehouse, SQL)
Developed and trained machine learning models using PyTorch
Created deep-learning-based object detection and visual SLAM algorithms, trained on combined data from camera, LiDAR, and IMU sensors
Implemented computer vision algorithms for object detection and classification in robotic systems using OpenCV and YOLO, utilizing synchronized image and depth data
Implemented behavior-based control systems for autonomous robots using ROS2 Behavior Trees
Performed testing, release, and integration of sensor fusion algorithms into automotive production programs
Ensured adherence to proper software development processes and safety standards to guarantee high data quality (MISRA, ISO 26262, ASPICE)

Feb 2020 - Present

6 years 6 months

Academic Instructor for Python and Deep Learning

IU University of Applied Sciences

Created lesson plans and study guides to teach and support students in their field
Conducted experiments, prompting, and fine-tuning of large language models (GPT, Falcon-40B) in lectures
Provided appropriate learning materials for students
Used personalized learning plans to guide students to a deeper understanding of course material and their learning styles

Oct 2019 - Sep 2022

3 years

Freelance Scientific Author

Self-Employed

Designed and wrote textbooks and supplementary teaching materials in autonomous driving, robotics, and deep learning
Conducted literature research on specific topics
Followed scientific research 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 study the suitability of AI methods for optimizing functions of automated driving using multimodal sensor data (image, 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 to interact with external control units and sensor networks
Managed data warehouses in Microsoft Azure
Wrote Terraform configurations
Debugged using Vector tools (CAN, Modbus, D-Bus, I2C)
Used SQL to develop complex SQL statements
Performed integration testing and test development with Python
Conducted code reviews
Researched probabilistic methods, (multimodal) sensor fusion, deep learning, and 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 the application of AI methods in process optimization and logistics
Conducted research in probabilistic methods, sensor fusion, deep learning, and image processing
Developed image processing algorithms using OpenCV
Developed a quantized neural network on FPGA hardware
Presented research findings at reputable conferences and in scientific journals

Feb 2011 - Oct 2016

5 years 9 months

Data Engineer

ZF Friedrichshafen AG

Development and optimization of data pipelines and processes in Microsoft Azure using Apache Spark and PySpark
Implementation of test software and data analysis algorithms
Test automation with Python
Monitoring manufacturing progress, maintaining detailed records, and updating documentation
Coordinating and leading meetings with external stakeholders and organizations
Designing and developing test benches, implementing hardware and software for measurement systems
Facilitating smooth collaboration between cross-functional teams at different locations, quickly identifying and resolving project issues to ensure timely achievement of objectives
Conducting thorough investigations into project issues, promptly implementing corrective actions or escalating matters as needed to maintain project progress
Collaborating with state and local authorities to ensure compliance with regulations and guidelines

Industry Experience

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

Experienced in Automotive, Education, Information Technology, Transportation, and Manufacturing.

Automotive

Education

Information Technology

Transportation

Manufacturing

Business Area Experience

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

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

Information Technology

Project Management

Product Development

Research and Development

Summary

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

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
Scientific Work
Communication
Solution Orientation
Independent Work
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 Technology and Robotics · Systems Engineering · Bremen, Germany

Certifications & licenses

ISO 21448 UL Certified Autonomy Safety Professional Training

ISO 26262 UL Certified Functional Safety Professional Training

Statistics

Experience

Total positions 6

Experience in Automotive 11 y

Avg length 3 y 9 m

Longest experience 6 y 5 m

Expertise

Recent roles Senior Data Scientist, Academic Instructor for Python and Deep Learning, Freelance Scientific Author

Main industries Automotive, Education, Information Technology

Main business areas Information Technology, Project Management, Product Development

Qualifications

Highest degree Doctorate

Certifications earned 2

Profile

Created

December 2023

Last Update

June 2026

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Frequently asked questions

Have questions? Find more information here.

Where is Lino based?

Lino is based in Scharbeutz, 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 6 different companies. The average length of individual experience is 3 years and 6 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 Instructor for Python and Deep Learning, Freelance Scientific Author.

What is Lino's latest experience?

Lino's most recent position is Senior Data Scientist at VinFast Germany GmbH.

What companies has Lino worked for in recent years?

In recent years, Lino has worked for VinFast Germany GmbH, IU University of Applied Sciences, Self-Employed, and Continental AG.

Which industries is Lino most experienced in?

Lino is most experienced in industries like Automotive, Education, and Information Technology. Lino also has some experience in Transportation and Manufacturing.

Which business areas is Lino most experienced in?

Lino is most experienced in business areas like Information Technology, Project Management, and Product Development. Lino also has some experience in Research and Development.

Which industries has Lino worked in recently?

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

Which business areas has Lino worked in recently?

Lino has recently worked in business areas like Information Technology, Research and Development, 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.