Fractional CTO | AI Strategy | DevOps and Data Engineer Expert
Aktualisiert am 09.08.2024
Profil
Freiberufler / Selbstständiger
Remote-Arbeit
Verfügbar ab: 09.08.2024
Verfügbar zu: 80%
davon vor Ort: 10%
Software-Entwicklung
Machine Learning
DevOps
Deep Learning
AWS
Google Cloud
Scrum
Kanban
Agile Softwareentwicklung
Terraform
Data Engineer
Python
JavaScript
D3.js
SQL
PostgreSQL
MySQL
Apache Spark
German
Muttersprache
English
Fluent
Vietnamese
beginner

Einsatzorte

Einsatzorte

Berlin (+50km)
Deutschland, Schweiz, Österreich
möglich

Projekte

Projekte

3 years 6 months
2020-10 - 2024-03

Built up a top-notch product & engineering team

CTO & Co-Founder
CTO & Co-Founder
  • Built up a top-notch product & engineering team from scratch to develop our nocode pricing platform (scaled it to 20 people)
  • Raised money with my co-founder and just looking good and smiling in the meeting (pre seed and seed, were funded by Project A and Accel)
  • Code code code and shipping products to our customers
on request
Berlin
1 year 4 months
2019-06 - 2020-09

TransformerTTS

Head of AI at Axel Springer AI Python Deep Learning
Head of AI at Axel Springer AI
  • Establish and lead Axel Springer AI, the artificial intelligence unit of Axel Springer SE, one of the largest digital publishing house in Europe
  • My team?s research focus was mainly on Voice (TTS & STT) and NLP topics. We also open-sourced several projects:
    • TransformerTTS (Implementation of a non-autoregressive Transformer based neural network for text to speech.) - HTML on request
    • ForwardTacotron (Generating speech in a single forward pass without any attention!) HTML on request
    • headliner (Easy training and deployment of seq2seq models.) - HTML on request
  • Driving Axel Springer?s change into a real ?tech? company:
    • Established and managed the Axel Springer techblog
    • Co-organized the Axel Springer TechCon 2019 which was the first installment of a group-wide conference within the Axel Springer group
    • I?m the ?face? of the new employer branding for technology within the Axel Springer group
    • Represented Axel Springer internally and externally at several renowned conferences, podcasts, magazines etc.
    • Established a more open-source and research-driven mindset
    • ?Evangelizer ?for Tech & Product first
AWS
Python Deep Learning
Axel Springer Ideas Engineering GmbH
Berlin
1 year 8 months
2017-10 - 2019-05

Several projects

Head of Data Products at idealo Python
Head of Data Products at idealo
  • Co-head of the data team (25+ people) with a special focus on building up the data science/data engineering team (built up from scratch - hired 6 people within 9 months)
  • Led the data science team directly where my team?s research focus is on:
    • Interpretability of deep learning models (mainly computer vision problems)
    • Efficient deployment of machine learning models
    • AutoML
    • Data collection process (in-house labeling and external mechanical turk approaches)
  • Selected projects of my team:
    • We used deep learning to automatically rank millions of hotel images (300+ million) according to their aesthetic and technical quality which helped to improve the listing for small and mid-sized hotels
    • We trained CNNs to automatically generate nice looking product galleries which reduced the workflow time of our content team by 75%
    • We built a tree-based classifier to predict non-purchases of customers which helped our CRM team to target those customers three days ahead before we receive the actual sales data by the shops
  • Provided technical and scientific guidance to senior team members and also our machine learning trainees
  • Created the machine learning powered roadmap for idealo for both product and research
  • Turned the data team from a pure cost center into a profit center e.g. monetizing our data for CRM campaigns which resulted in EUR 1 million additional revenue in the 1st year and EUR 2 million in the 2nd year
  • Set up a regular knowledge sharing session internally and externally across the Axel Springer companies including Bonial, Upday etc. 
  • Established the open-source strategy under the idealoTech umbrella and executed it e.g. created and managed the idealoTech blog ( HTML on request), idealo?s Github landing page and also the @idealoTech channel on twitter
  • My team open-sourced several projects with high business impact:
    • image-quality-assessment (Convolutional Neural Networks to predict the aesthetic and technical quality of images.) - HTML on request
    • ?image?-super-resolution (Keras implementation of the Residual Dense Network for super scaling images.) -  HTML on request
AWS
Python
idealo internet GmbH
Berlin
2 years 1 month
2015-10 - 2017-10

Leading and managing the Data Science practice

Senior Data Scientist at Pivotal Labs
Senior Data Scientist at Pivotal Labs
  • Leading and managing the Data Science practice for Pivotal Labs Berlin
  • Created machine learning models and put them into production for various clients
  • Supported pre-sales activities by creating demos/proof of concepts and blog articles
  • Scoped data science projects including proposal writing, resource estimations and budget allocation
  • Provided data science thought leadership, for example, helped to establish the smart apps idea and XP practices into data science like TDD (HTML on request), pair programming and CI/CD
  • Established an API First culture within the company: HTML on request
  • Gave talks at PyData Berlin, London, San Francisco 2016 and CF Summit Europe 2016
  • Data Scientist from 10/2015 - 06/2016
Pivotal Inc.
Berlin
1 year 2 months
2014-08 - 2015-09

Built up internal capabilities and showcases

Data Scientist at Accenture Digital
Data Scientist at Accenture Digital
  • Built up internal capabilities and showcases in the area of network analytics, operations analytics, text analytics, customer analytics and data visualizations
  • Worked on setting up an analytics center of excellence for a large German airline
  • Led and co-ordinated workshops at customers to demonstrate the value of data science
  • Acted as point of contact for internal requests of various advanced analytics topics such as machine learning and optimization
  • Supported pre-sales activities by creating proof of concepts for clients in telecommunication, aviation and automotive
  • Helped to organize internal and external events such as TEDxRheinMainSalon Datanauts and LMU DataCrunch
Accenture GmbH
Berlin

Aus- und Weiterbildung

Aus- und Weiterbildung

2 years 3 months
2011-10 - 2013-12

Business Administration

Master of Science, Grade 1.9, Humboldt University of Berlin, Berlin
Master of Science, Grade 1.9
Humboldt University of Berlin, Berlin

  • Field of Specializations: Operations Research and Econometrics
  • Research Interests: Graph Theory, Queuing Theory and Dynamic Programming
  • Master Thesis: on request

3 years 4 months
2008-04 - 2011-07

Business Administration

Bachelor of Arts, Grade 1.5, Berlin School of Economics and Law, Berlin
Bachelor of Arts, Grade 1.5
Berlin School of Economics and Law, Berlin

  • Field of Specializations: Banking & Finance and Accounting
  • Bachelor Thesis: on request

6 months
2010-03 - 2010-08

Study Abroad

University of Sydney, Sydney, AUS
University of Sydney, Sydney, AUS

Exchange Program

  • Courses taken in Portfolio Management, International Financial Management, International Business Strategy, Calculus I and Linear Algebra I

1 month
2007-07 - 2007-07

Abitur, AP English and Chemistry, Grade 2.5

Friedrich Anton von Heinitz Gymnasium, Rüdersdorf
Friedrich Anton von Heinitz Gymnasium, Rüdersdorf

Position

Position

  • Fractional CTO

Kompetenzen

Kompetenzen

Top-Skills

Software-Entwicklung Machine Learning DevOps Deep Learning AWS Google Cloud Scrum Kanban Agile Softwareentwicklung Terraform Data Engineer Python JavaScript D3.js SQL PostgreSQL MySQL Apache Spark

Produkte / Standards / Erfahrungen / Methoden

Summary

  • Seasoned technology and business leader with extensive experience in creating, transforming and leading both large and small (technological) organizations. 
  • Passion for building up high performance, cross-functional and self-managed balanced teams (from scratch). Entrepreneurial mindset through my family?s business. Open-source and machine learning evangelist with global reach. 
  • Big fan of agile practices, lean product development & extreme programming practices.


Highlights:

  • I established and led Axel Springer AI (HTML on request), the artificial intelligence unit of Axel Springer SE, one of the largest digital publishing house in Europe
  • Driving Axel Springer?s change into a real ?tech? company:
    • Established and managed the Axel Springer Tech Blog
    • Co-organized the Axel Springer TechCon 2019 which was the first installment of a group-wide conference within the Axel Springer group
    • ?Established ?a more open-source and research-driven mindset with several successful open-source projects e.g. imagededup 3k stars, image-super-resolution 1.9k stars etc.
  • Turned idealo?s data team from a pure cost center into a profit center e.g. monetizing our data for CRM campaigns which resulted in EUR 1 million additional revenue in the 1st year and EUR 2 million in the 2nd year
  • (Keynote) speaker at several internal and external conferences e.g WeAreDevelopers, PyData etc.
  • Mentor for AI, (tech) products and leadership
  • My (online) publications reach thousands of viewers


Skills & Interests

Computer

  • Very good knowledge in Python including the PyData stack: scikit-learn, pandas, matplotlib, XGBoost etc.
  • Working experiences with deep learning frameworks such as TensorFlow and PyTorch
  • Practical experiences in solving big data problems using Apache Spark (PySpark) and MPP databases
  • Worked under a Test-Driven and CI/CD environment and constantly embraced Pair Programming
  • Experiences with Microservices, PaaS and Cloud Computing (Cloud Foundry, AWS, GCP)
  • Good knowledge in SQL, Git, VIM, LATEX, UNIX
  • Experiences with HTML, CSS and JS (mainly React)

Branchen

Branchen

  • Media
  • Telecommunications (Postpaid, LTE and VoIP)
  • Aviation (Customer Segmentation)
  • Automotive (Spare parts management, Aquaplaning prediction)
  • Banking
  • Logistics and E-Commerce

Einsatzorte

Einsatzorte

Berlin (+50km)
Deutschland, Schweiz, Österreich
möglich

Projekte

Projekte

3 years 6 months
2020-10 - 2024-03

Built up a top-notch product & engineering team

CTO & Co-Founder
CTO & Co-Founder
  • Built up a top-notch product & engineering team from scratch to develop our nocode pricing platform (scaled it to 20 people)
  • Raised money with my co-founder and just looking good and smiling in the meeting (pre seed and seed, were funded by Project A and Accel)
  • Code code code and shipping products to our customers
on request
Berlin
1 year 4 months
2019-06 - 2020-09

TransformerTTS

Head of AI at Axel Springer AI Python Deep Learning
Head of AI at Axel Springer AI
  • Establish and lead Axel Springer AI, the artificial intelligence unit of Axel Springer SE, one of the largest digital publishing house in Europe
  • My team?s research focus was mainly on Voice (TTS & STT) and NLP topics. We also open-sourced several projects:
    • TransformerTTS (Implementation of a non-autoregressive Transformer based neural network for text to speech.) - HTML on request
    • ForwardTacotron (Generating speech in a single forward pass without any attention!) HTML on request
    • headliner (Easy training and deployment of seq2seq models.) - HTML on request
  • Driving Axel Springer?s change into a real ?tech? company:
    • Established and managed the Axel Springer techblog
    • Co-organized the Axel Springer TechCon 2019 which was the first installment of a group-wide conference within the Axel Springer group
    • I?m the ?face? of the new employer branding for technology within the Axel Springer group
    • Represented Axel Springer internally and externally at several renowned conferences, podcasts, magazines etc.
    • Established a more open-source and research-driven mindset
    • ?Evangelizer ?for Tech & Product first
AWS
Python Deep Learning
Axel Springer Ideas Engineering GmbH
Berlin
1 year 8 months
2017-10 - 2019-05

Several projects

Head of Data Products at idealo Python
Head of Data Products at idealo
  • Co-head of the data team (25+ people) with a special focus on building up the data science/data engineering team (built up from scratch - hired 6 people within 9 months)
  • Led the data science team directly where my team?s research focus is on:
    • Interpretability of deep learning models (mainly computer vision problems)
    • Efficient deployment of machine learning models
    • AutoML
    • Data collection process (in-house labeling and external mechanical turk approaches)
  • Selected projects of my team:
    • We used deep learning to automatically rank millions of hotel images (300+ million) according to their aesthetic and technical quality which helped to improve the listing for small and mid-sized hotels
    • We trained CNNs to automatically generate nice looking product galleries which reduced the workflow time of our content team by 75%
    • We built a tree-based classifier to predict non-purchases of customers which helped our CRM team to target those customers three days ahead before we receive the actual sales data by the shops
  • Provided technical and scientific guidance to senior team members and also our machine learning trainees
  • Created the machine learning powered roadmap for idealo for both product and research
  • Turned the data team from a pure cost center into a profit center e.g. monetizing our data for CRM campaigns which resulted in EUR 1 million additional revenue in the 1st year and EUR 2 million in the 2nd year
  • Set up a regular knowledge sharing session internally and externally across the Axel Springer companies including Bonial, Upday etc. 
  • Established the open-source strategy under the idealoTech umbrella and executed it e.g. created and managed the idealoTech blog ( HTML on request), idealo?s Github landing page and also the @idealoTech channel on twitter
  • My team open-sourced several projects with high business impact:
    • image-quality-assessment (Convolutional Neural Networks to predict the aesthetic and technical quality of images.) - HTML on request
    • ?image?-super-resolution (Keras implementation of the Residual Dense Network for super scaling images.) -  HTML on request
AWS
Python
idealo internet GmbH
Berlin
2 years 1 month
2015-10 - 2017-10

Leading and managing the Data Science practice

Senior Data Scientist at Pivotal Labs
Senior Data Scientist at Pivotal Labs
  • Leading and managing the Data Science practice for Pivotal Labs Berlin
  • Created machine learning models and put them into production for various clients
  • Supported pre-sales activities by creating demos/proof of concepts and blog articles
  • Scoped data science projects including proposal writing, resource estimations and budget allocation
  • Provided data science thought leadership, for example, helped to establish the smart apps idea and XP practices into data science like TDD (HTML on request), pair programming and CI/CD
  • Established an API First culture within the company: HTML on request
  • Gave talks at PyData Berlin, London, San Francisco 2016 and CF Summit Europe 2016
  • Data Scientist from 10/2015 - 06/2016
Pivotal Inc.
Berlin
1 year 2 months
2014-08 - 2015-09

Built up internal capabilities and showcases

Data Scientist at Accenture Digital
Data Scientist at Accenture Digital
  • Built up internal capabilities and showcases in the area of network analytics, operations analytics, text analytics, customer analytics and data visualizations
  • Worked on setting up an analytics center of excellence for a large German airline
  • Led and co-ordinated workshops at customers to demonstrate the value of data science
  • Acted as point of contact for internal requests of various advanced analytics topics such as machine learning and optimization
  • Supported pre-sales activities by creating proof of concepts for clients in telecommunication, aviation and automotive
  • Helped to organize internal and external events such as TEDxRheinMainSalon Datanauts and LMU DataCrunch
Accenture GmbH
Berlin

Aus- und Weiterbildung

Aus- und Weiterbildung

2 years 3 months
2011-10 - 2013-12

Business Administration

Master of Science, Grade 1.9, Humboldt University of Berlin, Berlin
Master of Science, Grade 1.9
Humboldt University of Berlin, Berlin

  • Field of Specializations: Operations Research and Econometrics
  • Research Interests: Graph Theory, Queuing Theory and Dynamic Programming
  • Master Thesis: on request

3 years 4 months
2008-04 - 2011-07

Business Administration

Bachelor of Arts, Grade 1.5, Berlin School of Economics and Law, Berlin
Bachelor of Arts, Grade 1.5
Berlin School of Economics and Law, Berlin

  • Field of Specializations: Banking & Finance and Accounting
  • Bachelor Thesis: on request

6 months
2010-03 - 2010-08

Study Abroad

University of Sydney, Sydney, AUS
University of Sydney, Sydney, AUS

Exchange Program

  • Courses taken in Portfolio Management, International Financial Management, International Business Strategy, Calculus I and Linear Algebra I

1 month
2007-07 - 2007-07

Abitur, AP English and Chemistry, Grade 2.5

Friedrich Anton von Heinitz Gymnasium, Rüdersdorf
Friedrich Anton von Heinitz Gymnasium, Rüdersdorf

Position

Position

  • Fractional CTO

Kompetenzen

Kompetenzen

Top-Skills

Software-Entwicklung Machine Learning DevOps Deep Learning AWS Google Cloud Scrum Kanban Agile Softwareentwicklung Terraform Data Engineer Python JavaScript D3.js SQL PostgreSQL MySQL Apache Spark

Produkte / Standards / Erfahrungen / Methoden

Summary

  • Seasoned technology and business leader with extensive experience in creating, transforming and leading both large and small (technological) organizations. 
  • Passion for building up high performance, cross-functional and self-managed balanced teams (from scratch). Entrepreneurial mindset through my family?s business. Open-source and machine learning evangelist with global reach. 
  • Big fan of agile practices, lean product development & extreme programming practices.


Highlights:

  • I established and led Axel Springer AI (HTML on request), the artificial intelligence unit of Axel Springer SE, one of the largest digital publishing house in Europe
  • Driving Axel Springer?s change into a real ?tech? company:
    • Established and managed the Axel Springer Tech Blog
    • Co-organized the Axel Springer TechCon 2019 which was the first installment of a group-wide conference within the Axel Springer group
    • ?Established ?a more open-source and research-driven mindset with several successful open-source projects e.g. imagededup 3k stars, image-super-resolution 1.9k stars etc.
  • Turned idealo?s data team from a pure cost center into a profit center e.g. monetizing our data for CRM campaigns which resulted in EUR 1 million additional revenue in the 1st year and EUR 2 million in the 2nd year
  • (Keynote) speaker at several internal and external conferences e.g WeAreDevelopers, PyData etc.
  • Mentor for AI, (tech) products and leadership
  • My (online) publications reach thousands of viewers


Skills & Interests

Computer

  • Very good knowledge in Python including the PyData stack: scikit-learn, pandas, matplotlib, XGBoost etc.
  • Working experiences with deep learning frameworks such as TensorFlow and PyTorch
  • Practical experiences in solving big data problems using Apache Spark (PySpark) and MPP databases
  • Worked under a Test-Driven and CI/CD environment and constantly embraced Pair Programming
  • Experiences with Microservices, PaaS and Cloud Computing (Cloud Foundry, AWS, GCP)
  • Good knowledge in SQL, Git, VIM, LATEX, UNIX
  • Experiences with HTML, CSS and JS (mainly React)

Branchen

Branchen

  • Media
  • Telecommunications (Postpaid, LTE and VoIP)
  • Aviation (Customer Segmentation)
  • Automotive (Spare parts management, Aquaplaning prediction)
  • Banking
  • Logistics and E-Commerce

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