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Constantin Brîncoveanu

Constantin Brîncoveanu

Machine Learning Engineer

Mainz, Rheinland-Pfalz, DE
(+49) 1775668152
German, English, French

Background


About

About

With a master's degree focused on machine learning, artificial intelligence, international economics and business, Constantin brings a solid mix of business and development skills to his clients. He has exceptional problem-solving skills and a keen interest in AI. He developed and deployed workflows for managing terabytes of data, implemented mobility analytics algorithms and event-based simulations, and taught machine learning.

Work Experience

Work Experience

  • Machine Learning Engineer, Cloudflight

    Jun, 2022 - Present

    Technologies: Python, PyTorch, Tensorflow, TensorRT, Docker, FastAPI, Numpy, Pandas, Scikit-learn, Matplotlib

    • Designed and integrated artificial intelligence solutions into different business areas for clients.

    • Developed an image classification showcase using Tensorflow and Tensorflow Hub.

    • Implemented a Pointnet autoencoder for 3D point cloud model clustering.

    • Designed and implemented training pipelines for predictive maintenance using PyTorch.

    • Presented and reviewed results with internal and external customers on a regular basis.

  • Data Scientist, Deutsche Bundesbank

    Jun, 2020 - Mar, 20221 year 10 months

    Technologies: Python, Django, R, Hadoop, Apache Atlas

    • Modeled and developed processes and (meta-)data structures for improved internal and external provision of financial micro-data, including the development of user permission management.

    • Supported the setup of a Big Data environment, focusing on data governance and metadata management with Apache Atlas and Apache Ranger.

    • Provided financial micro-data to internal and external researchers and developed and maintained data pipelines and measures for data quality management using Python and R.

    • Researched on network analysis, synthetic network data generation, and data management.

  • Data Engineer, Magenta Telekom Austria

    Mar, 2019 - Mar, 20201 year

    Technologies: Atlas, Apache Ranger, Java, Scala, Python, Apache Spark, Oozie, Apache Hive

    • Developed, deployed, and maintained daily ingests of terabytes of data from various sources into our data lake, using Hive, Oozie, and Spark.

    • Created a central configuration management tool and data model using Django.

    • Created a utility that communicates to a Django REST API as well as with Apache Ranger and Apache Atlas to distribute metadata across our data lake.

    • Performed internal business analysis in our departments with regular jours fixes.

    • Taught a workshop about machine learning in Python.

  • Data Scientist, Magenta Telekom Austria

    Mar, 2018 - Mar, 201911 months

    Technologies: Apache Spark, Scala, Python, Apache Hive

    • Implemented mobility and footfall analytics based on mobile communications data in Hive, Python, and Scala/Spark.

    • Developed new algorithms for geo-location estimation based on call detail records.

    • Developed an event-based simulation for optimizing traffic lights, fed with data from mobility analytics.

    • Presented and reviewed results with internal and external customers on a regular basis.

  • Contractor, Eaton

    Jul, 2016 - Dec, 20166 months

    Technologies: Excel VBA

    • Extended and maintained a program management tool in Excel VBA.

    • Supported departments in the use of the tool.

  • Tutor, TU Vienna

    Jul, 2016 - Dec, 20166 months

    Technologies: SQL, C++, C, PHP, Bash, Linux

    • Developed exercises with security vulnerabilities for students to exploit.

    • Conducted interviews with students after they solved the exercises.

    • Supported the professor in grading the students.

Skills

Skills

  • Data Science / AI

    Python

    Tensorflow

    Keras

    Matplotlib

    NumPy

    Pandas

    Scikit-learn

    R

  • Backend

    Docker

    FastAPI

    Heroku

    Django

  • Hadoop

    Apache Spark

    Apache Hive

    Apache Atlas

    Apache Oozie

    Scala

Education

Education

  • Business Informatics, Master, TU Vienna

    Jan, 2016 - Jan, 2019

  • Artificial Intelligence, Erasmus Exchange Semester, Radboud Universiteit Nijmegen

    Feb, 2017 - Jun, 2017

  • Business Informatics, Bachelor, TU Vienna

    Jan, 2013 - Jan, 2016

Interests

Interests

  • Sporting activities

    RunningTable tennisBoulderingChess
  • Music

    PianoGuitar