freiberufler machine learning, computer vision and embedded expert auf freelance.de

machine learning, computer vision and embedded expert

zuletzt online vor wenigen Tagen
  • 85‐100€/Stunde
  • 80999 München
  • Weltweit
  • en  |  it  |  de
  • 15.07.2022

Kurzvorstellung

Phd, Deep understanding of the mathematics involved and 15y+ of software developement at both high and low level. Long academic and industrial experience.

Auszug Referenzen (2)

"A. is a skilled developer and scientist. He integrated very well in the team and made significant contributions to the computer vision system."
Senior Computer Vision Engineer
Johan Moeller
Tätigkeitszeitraum

1/2019 – 2/2020

Tätigkeitsbeschreibung

Expert of computer vision. Develop the CV system for retail sector featuring multiple calibrated camera, object detection, human pose estimation, action recognition, 3d reconstruction. Dataset collection and labeling, develop tools for dataset collection and labeling, tools for automated and semi-automated labeling. Optimize execution speed. Interface with cloud sw.

Eingesetzte Qualifikationen

C++, Docker, Jenkins, Microsoft Azure, OpenCV, Python, PyTorch

"a. was a productive member of the R&D team, contributing IDFs, software packages, co-designed HW/SW prototypes and expert knowledge in HPC/AI."
Senior Engineer (Festanstellung)
Matthias Gries
Tätigkeitszeitraum

6/2015 – 3/2018

Tätigkeitsbeschreibung

Expert of numerical algorithms, machine learning, cpu hardware architecture, accelerator hardware architecture.
Guide a team working on high performance numerical software.
Research and design of hw for convolutional neural networks.
Performance modeling, performance estimation. Analysis and benchmarking of prototypes. Individuation of bottlenecks in HW prototypes.

Eingesetzte Qualifikationen

C++, Caffe, Field Programmable Gate Array (FPGA), OpenCV, Python, Verilog HDL

Ich biete

  • Agile Entwicklung
  • C++
  • Computer Vision
  • CUDA
  • Embedded Software Engineering
  • Fortran
  • Machinelles Lernen (allg.)
  • Natural Language Processing (NLP)
  • Python
  • simultaneous localization and mapping (SLAM)

Projekt‐ & Berufserfahrung

Head of product
Kundenname anonymisiert, London
9/2020 – offen (2 Jahre)
IT & Entwicklung
Tätigkeitszeitraum

9/2020 – offen

Tätigkeitsbeschreibung

Manage team of developers, drive product requirement, implement most critical features, collect and cure datasets, train and deploy neural networks, optimize execution speed, port and deploy product on embedded platforms.
The product is a video analytics engine featuring object detection, human pose estimation, tracking, action recognition, anomaly detection, text extraction, etc.

Eingesetzte Qualifikationen

C++, Computer Vision, CUDA, Python

Senior Computer Vision Engineer
Liangdao, München
7/2020 – 7/2020 (1 Monat)
High-Tech- und Elektroindustrie
Tätigkeitszeitraum

7/2020 – 7/2020

Tätigkeitsbeschreibung

Port LIDAR object detection DL-based engine from Python to C++ (libtorch) including dependencies. Optimize execution speed, adapt, optimize and retrain network, cooperate with customer on network training.

Eingesetzte Qualifikationen

C++, CUDA, OpenCV, Python, PyTorch

Senior Computer Vision Engineer
massive analytic, London
4/2020 – 8/2020 (5 Monate)
IT & Entwicklung
Tätigkeitszeitraum

4/2020 – 8/2020

Tätigkeitsbeschreibung

Develop video analytics application, create datasets, train object detector, optimize execution speed, develop algorithms for human action recognition. Develop human pose estimation, integration. Develop code in C++ and Python.

Eingesetzte Qualifikationen

C++, OpenCV, Python, PyTorch

Senior Computer Vision Engineer
ITAB, Jonkoping
1/2019 – 2/2020 (1 Jahr, 2 Monate)
High-Tech- und Elektroindustrie
Tätigkeitszeitraum

1/2019 – 2/2020

Tätigkeitsbeschreibung

Expert of computer vision. Develop the CV system for retail sector featuring multiple calibrated camera, object detection, human pose estimation, action recognition, 3d reconstruction. Dataset collection and labeling, develop tools for dataset collection and labeling, tools for automated and semi-automated labeling. Optimize execution speed. Interface with cloud sw.

Eingesetzte Qualifikationen

C++, Docker, Jenkins, Microsoft Azure, OpenCV, Python, PyTorch

Senior Computer Vision Engineer
massive analytic, London
7/2018 – 11/2018 (5 Monate)
IT & Entwicklung
Tätigkeitszeitraum

7/2018 – 11/2018

Tätigkeitsbeschreibung

Main developer. Develop video analytics application, detect and count people, detect people clusters, detect and count crowd, crowd density estimation.
The application used two deep neural networks to detect pepole and estimate crowd density. The application was developed in C++ and used Tensorflow and OpenCV for the CV part.

Eingesetzte Qualifikationen

C++, OpenCV, Python, TensorFlow

Senior Engineer (Festanstellung)
Huawei, München
6/2015 – 3/2018 (2 Jahre, 10 Monate)
Telekommunikation
Tätigkeitszeitraum

6/2015 – 3/2018

Tätigkeitsbeschreibung

Expert of numerical algorithms, machine learning, cpu hardware architecture, accelerator hardware architecture.
Guide a team working on high performance numerical software.
Research and design of hw for convolutional neural networks.
Performance modeling, performance estimation. Analysis and benchmarking of prototypes. Individuation of bottlenecks in HW prototypes.

Eingesetzte Qualifikationen

C++, Caffe, Field Programmable Gate Array (FPGA), OpenCV, Python, Verilog HDL

Academic researcher
Jüelich Research Center, Jülich
2/2012 – 5/2015 (3 Jahre, 4 Monate)
High-Tech- und Elektroindustrie
Tätigkeitszeitraum

2/2012 – 5/2015

Tätigkeitsbeschreibung

Work on IBM Blue gene Q prototype, optimize and benchmark massively parallel scientific applications. Research on innovative HW architectures for HPC.
Develop Density Functional Theory (DFT) codes. Research on numerical techniques for DFT. DFT is used to simulate solids and molecules at the quantum level.

Eingesetzte Qualifikationen

C++, Fortran, Linux Entwicklung, Mathematik, Physik, Python

Academic researcher
Uni Regensburg, Regensburg
11/2008 – 1/2012 (3 Jahre, 3 Monate)
Forschung
Tätigkeitszeitraum

11/2008 – 1/2012

Tätigkeitsbeschreibung

Develop HW and SW for the QPACE project. HW/SW codesign, debug network, develop network Linux device driver, network library with RDMA, develop massively parallel numerical sparse linear solver. Develop innovative solver technique.
Research in numerical solvers, research in Lattice QCD.

Eingesetzte Qualifikationen

C++, Field Programmable Gate Array (FPGA), Fortran, Linux (Kernel), Mathematik, Perl, Physik, VHDL (VHSIC Hardware Description Language)

Zertifikate

PhD
April 2008

Qualifikationen

Physics PhD, numerical SW, embedded SW, C++, Python, Fortran, ASM. ARM architecture, STM32, CUDA, Linux, Computer vision, 3D reconstruction, SLAM, human pose, action detection.

Über mich

Experienced Computer Vision and AI professional with broad and deep knowledge. Skills ranging from mathematics/physics, numerical algorithms to hardware architecture, and extensive software development.
PhD in Physics, long academic experience in HPC, work on supercomputer prototypes, develop supercomputer HW and SW libraries. Experience in leading technical teams, 15y+ in software development. Languages: C/C++, Python, Fortran, ASM.
In the last 5y i became a computer vision expert and i have contributed computer vision functionality in a number of products for various market segments including: consumer electronics (smartphones), retail, CCTV surveillance and defense.

Persönliche Daten

Sprache
  • Englisch (Fließend)
  • Italienisch (Muttersprache)
  • Deutsch (Grundkenntnisse)
Reisebereitschaft
Weltweit
Arbeitserlaubnis
  • Europäische Union
  • Schweiz
  • Vereinigte Staaten von Amerika
Profilaufrufe
1799
Alter
44
Berufserfahrung
17 Jahre und 7 Monate (seit 01/2005)
Projektleitung
3 Jahre

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