Data Science/Machine Learning/Big Data/Sensor Fusion/Autonomous Driving

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Verfügbarkeit einsehen
  Umkreis (bis 200 km)
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  95‐115€/Stunde
  80939 München
 12.06.2018

Kurzvorstellung

Algorithms development from data analytics, machine learning to sensor fusion for industry and web for 6+ years (academic research, corporate, co-founder 2 startups). I am available for a conversation at any time.

Ich biete

IT, Entwicklung
  • Git
    5 Jahre, 3 Monate Erfahrung
  • MATLAB / Simulink
    4 Jahre, 10 Monate Erfahrung
  • Agile Entwicklung
    4 Jahre, 8 Monate Erfahrung
  • Software engineering / -technik
    4 Jahre, 1 Monat Erfahrung
  • Requirement Analyse
    2 Jahre, 10 Monate Erfahrung
  • Cloud Computing
    2 Jahre, 7 Monate Erfahrung
  • Bash (Shell)
    2 Jahre, 7 Monate Erfahrung
  • Back-End Entwicklung
    2 Jahre, 7 Monate Erfahrung
  • Python
    2 Jahre, 2 Monate Erfahrung
  • Machine learning
    1 Jahr, 7 Monate Erfahrung
  • Big Data
    1 Jahr, 7 Monate Erfahrung
  • Business Intelligence (BI)
    1 Jahr, 2 Monate Erfahrung
  • XML
    8 Monate Erfahrung
  • HTML
    8 Monate Erfahrung

Management, Unternehmen, Strategie
  • Business Development
    2 Jahre, 7 Monate Erfahrung
  • Business Plan
    2 Jahre, 7 Monate Erfahrung
  • Business Analyse
    8 Monate Erfahrung

Forschung, Wissenschaft, Bildung
  • Data Science
    4 Jahre, 8 Monate Erfahrung

Marketing, Vertrieb, Kommunikation
  • Business-to-Consumer (B2C)
    2 Jahre, 7 Monate Erfahrung
  • Affiliate Marketing
    8 Monate Erfahrung
  • Marketing (allg.)
    8 Monate Erfahrung
  • Business-to-business (B2B)
    8 Monate Erfahrung

Technik, Ingenieurwesen
  • Robotik / Robotertechnik
    3 Jahre, 9 Monate Erfahrung

Sprachen, Dienstleistung, Soziales
  • Travel-Management
    8 Monate Erfahrung

Projekt‐ & Berufserfahrung

Co-founder and CTO (Festanstellung)
Gett.Digital, München
11/2017 – offen (8 Monate)
Dienstleistungsbranche
Tätigkeitszeitraum

11/2017 – offen

Tätigkeitsbeschreibung

Via customer development me and CEO came up with the idea to help business travelers plan and book their journey within seconds via chat combining personal service and AI to create hand-picked travel options. I led technology and co-led product efforts: set up SCRUM development as product owner, launched MVP in under 5 weeks, formulated about 50+ user stories to implement, gained B2C/B2B users Germany-wide, project pitched to investors and advisors, established partnerships for travel APIs, coded over 3,000 lines of Python and iteratively tested business model.

Eingesetzte Qualifikationen

Data Science, Big Data, Machine learning, Agile Entwicklung, Back-End Entwicklung, Bash (Shell), Git, Python, Software engineering / -technik, XML, Cloud Computing, HTML, Business Analyse, Business Development, Business Plan, Affiliate Marketing, Business-to-business (B2B), Business-to-Consumer (B2C), Marketing (allg.), Travel-Management


Data Analytics and Sensor Fusion Research Engineer/Product Owner (Festanstellung)
General Electric, München
12/2016 – 1/2018 (1 Jahr, 2 Monate)
Transportation (pilots, drivers, operators of machinery)
Tätigkeitszeitraum

12/2016 – 1/2018

Tätigkeitsbeschreibung

Lead team of 2 to prototype real-time system to assess pilots/operators/drivers well-being, in real-world use cases. Data analytics, Bayesian Artificial Intelligence and sensor fusion exploited for classification of information from noisy, ambiguous and uncertain video, audio and physiological data.
Patent pending: M. [...], L. Stoica, "Individual pilot and fleet flexible schedule management based on performance data", 2017.

Eingesetzte Qualifikationen

Architekturvisualisierung, Physiologie, Data Science, Statistik (allg.), Big Data, Business Intelligence (BI), Machine learning, Agile Entwicklung, Software Architektur / Modellierung, Git, MATLAB / Simulink, OpenGL, Python, Projektleitung / Teamleitung, Signalverarbeitung, Sensorik, Prozessvalidierung


Sensor Fusion Research Engineer/Product Owner (Festanstellung)
General Electric, Cheltenham
3/2014 – 12/2016 (2 Jahre, 10 Monate)
Luft- und Raumfahrtindustrie
Tätigkeitszeitraum

3/2014 – 12/2016

Tätigkeitsbeschreibung

Sensor Fusion Research Engineer/Product Owner (Apr 2015 - Dec 2016)

Agile project leader on attitude estimation product line research. Consulting internal development programs and customer audits. Achieved, in team of 3: 7% cost reduction in components and revised design practices, prototyping times reduction by 70%, solved product pain points applying state estimation, signal processing and modelling.

Agile System and Software Engineer (Mar 2014 - Apr 2015)
Full high integrity software lifecycle for attitude estimation product for military, civil, fixed/rotary wing applications. Reduced requirements verification efforts by 25% via image processing automation. Software testing, static/dynamic code analysis, SIL/HIL testing on embedded MISRA C 2004. System requirements analysis and verification.

Eingesetzte Qualifikationen

Data Science, Statistik (allg.), Embedded Systems, Agile Entwicklung, Enterprise Architect (EA), C, Git, MATLAB / Simulink, Software engineering / -technik, Systems Engineering, Requirement Analyse, Signalverarbeitung, Product-lifecycle-cost-management (PLCM), Robotik / Robotertechnik, Sensorik


Founder and CEO (Festanstellung)
SpinAndSwim, Pisa
11/2013 – 9/2015 (1 Jahr, 11 Monate)
Dienstleistungsbranche
Tätigkeitszeitraum

11/2013 – 9/2015

Tätigkeitsbeschreibung

Brought to market cloud-based mobile solution to make real-time swimming technique evaluation accessible to everyone. Developed MVP with Italian world-class athletes and waterproof industry companies. Server-side based on signal processing and state estimation. Client-side co-developed with UX/UI developers.

Eingesetzte Qualifikationen

Data Science, Statistik (allg.), mySQL, Agile Entwicklung, Apache, Objektorientierte Programmierung (OOP), Back-End Entwicklung, Bash (Shell), Git, Linux Entwicklung, MATLAB / Simulink, Cloud Computing, PHP, Business Development, Business Plan, Business-to-Consumer (B2C), Sport-/Fitnesstraining, Robotik / Robotertechnik, Sensorik


Research Scholar (Festanstellung)
Georgia Institute of Technology, Atlanta
11/2012 – 5/2013 (7 Monate)
Research
Tätigkeitszeitraum

11/2012 – 5/2013

Tätigkeitsbeschreibung

Research Scholar at Georgia Institute of Technology, Atlanta, GA, US
Publication: Deformable-Medium Affordances for Interacting with Multi-Robot Systems". Published 2013, IEEE/RSJ IROS

I developed state-of-the-art Human-Multi-Robot Systems Interface allowing unskilled operators to interact with large scale groups of robots. Architected and implemented the framework made of deformable-medium interface as the “joystick” for controlling the swarm coupled with image recognition (online segmentation) and decentralised control laws for individual robots to achieve distance-based formations (based on graph theory). Mentored students for effective system integration and framework tested on human participants. Established collaboration with the Lab of Computational Computer Vision, Georgia Institute of Technology, to optimise the proposed image processing solution for online identification and recognition. Performed large-scale simulations in MATLAB, experimented on 26 Khepera III robots with a webcam for online joystick image capture and recognition using implicit parametric level-sets, OptiTrack Motion Capture System to sense robot positions and Wi-Fi communication networks based on graph theory.

Eingesetzte Qualifikationen

Forschung & Entwicklung (allg.), Mathematik, Statistik (allg.), Projektleitung / Teamleitung (IT), Git, MATLAB / Simulink, Python, Software engineering / -technik, Robotik / Robotertechnik


Zertifikate

TRIZ - Level 1
September 2017

Six Sigma ans Design for Six Sigma - Green belt
Juli 2017

Institute of Management and Leadership - Level 3
Juli 2015

Qualifikationen

Startups: customer development, idea validation, business model validation, technical strategy, MVP
Management: lead teams, developed business plans, sourcing and buy vs make decisions, product management
Tech stack: Python (OpenCV, Scikit-learn), Matlab and Simulink, C, IBM Rational Doors, Enterprise Architect (UML and SysML), Git, Bash, SQL

Über mich

Always open to new challenges with the flexibility and pragmatism needed to maximize project's outcomes

Persönliche Daten

Sprache
  • Deutsch (Grundkenntnisse)
  • Spanisch (Fließend)
  • Französisch (Fließend)
  • Italienisch (Muttersprache)
Reisebereitschaft
Umkreis (bis 200 km)
Arbeitserlaubnis
  • Europäische Union
  • Schweiz
  • Vereinigte Staaten von Amerika
Profilaufrufe
62
Alter
31
Berufserfahrung
5 Jahre und 7 Monate (seit 11/2012)
Projektleitung
5 Jahre

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