[hemmerling] Data Processing 7/7 - Machine Learning

Related pages:

• Data Processing 1/7 - Databases, Webserver, Webservices, SQL, XML.
• Data Processing 2/7 - Descriptions of Data, Data Transfer and Data Protocols.
• Data Processing 3/7 - NoSQL Databases: Not Just SQL.
• Data Processing 4/7 - Database Managment Tools and Database Application Development Tools.
• Data Processing 5/7 - Business Intelligence.
• Data Processing 6/7 - Data Warehouse Modeling.
• Data Visualisation with Infographics.
• Mathematical Engineering.

• Applied Machine Learning Academy ( AMA ), Hannover.

• Applied Machine Learning Academy ( AMA ), contact@ama-academy.eu, Hannover.
  • Crew members:
    • Forschungszentrum L3S, Hannover.
    • Sergej Zerr, XING "Dr. Sergej Zerr", LinkedIn "Sergej Zerr", Facebook "Sergej Zr", Twitter "SergejZr, @sergejzr" ( #AMASCHNUPPERTAGDATASCIENCE2019 ).
    • Markus Rokicki, XING "Markus Rokicki".
  • Free local events.
    • Applied Machine Learning Academy ( AMA ) "Regionalkonferenzen" in Hannover, 2018-04-13, 2019-03-18, 2019-10-11.
      • Applied Machine Learning Academy ( AMA ) "Regionalkonferenz: 'Maschinelles Lernen für die Intelligente Produktion'", 2018-04-13.
      • Applied Machine Learning Academy ( AMA ) "Regionalkonferenz Data Science in der Industrie: Umsetzung, Recht und Ethik", 2019-03-18.
      • Applied Machine Learning Academy ( AMA ) "Regionalkonferenz Maschinelles Lernen in der Industrie: Moderne Ansätze, 2019-10-11.
      • Intelligente Mobilität 2020 in Hannover, 2020-02-20.
        • Intelligente Mobilität 2020 "Programm".
      • Applied Machine Learning Academy ( AMA ) "GPU, TPU, Edge & Co: Wege durch den Hardware-Dschungel für Ihre KI-Anwendung", 2020-04-27.
      • Applied Machine Learning Academy ( AMA ) "GPU, TPU, Edge & Co: Wege durch den Hardware-Dschungel für Ihre KI-Anwendung", 2020-11-27.
  • Free local courses.
    • Applied Machine Learning Academy ( AMA ) "Veranstaltungen" - Current list of scheduled events, including student events. No navigation to this page!
    • Applied Machine Learning Academy ( AMA ) "Teilnahme / Kurse" - Current list of scheduled official events. Navigation to this page by the main menu.
    • L3S "AMA-Kurs", L3S "AMA-Kurs" - Non-public course page. This page changes with every course day.
      1. Applied Machine Learning Academy ( AMA ) "Einführung in Maschinelles Lernen", 2018-10-10.
         • Google Docs "ML1 Inroduction to ML", Google Docs "ML1 Inroduction to ML".
      2. Applied Machine Learning Academy ( AMA ) "Hands On Machine Learning", 2018-10-11.
         • Redwhale "Essential Cheat Sheets for Machine Learning and Deep Learning Engineers", Redwhale "Essential Cheat Sheets for Machine Learning and Deep Learning Engineers".
      3. Applied Machine Learning Academy ( AMA ) "Machine Learning für Industrie 4.0 – Eine Einführung", 2019-02-21.
         • Google Drive "MLI1".
      4. Applied Machine Learning Academy ( AMA ) "Rechtliche Aspekte der Nutzung von Big Data", 2019-03-14.
      5. Applied Machine Learning Academy ( AMA ) "Einführung in Data Science", 2019-03-14 and 2019-03-21.
         • Google Docs "ML5 Introduction to DS".
      6. Applied Machine Learning Academy ( AMA ) "Rechtliche Aspekte der Nutzung von Big Data", 2019-06-07.
      7. Applied Machine Learning Academy ( AMA ) "Visual Analytics – Prinzipien und Methoden", 2019-06-13 - 2019-06-14.
         • Google Docs "AMA_VA".
      8. Applied Machine Learning Academy ( AMA ) "Intelligente Prozessüberwachung", 2019-06-27.
         • Google Docs "MLI1".
      9. Applied Machine Learning Academy ( AMA ) "Machine Learning für Industrie 4.0 – Eine Einführung", 2019-07-25.
         • Google Drive "MLI1".
      10. Applied Machine Learning Academy ( AMA ) "Programmiersprachen und Frameworks für Data Science", 2019-10-01.
      11. Applied Machine Learning Academy ( AMA ) "Programmiersprachen und Frameworks für Data Science", 2019-10-08.
          • ICAML, Jupyter Notebook "Programmiersprachen und Frameworks für Data Science"
      12. “Neuronale Netze & Deep Learning”
          1. Applied Machine Learning Academy ( AMA ) "Neuronale Netze & Deep Learning" in English for students, 2019-10-16 & 2019-10-18.
          2. Applied Machine Learning Academy ( AMA ) "Neuronale Netze & Deep Learning", 2019-10-30 & 2019-11-01.
             • Google Drive "Deep Learning".
             • L3S Download "Deep Learning".
          3. Applied Machine Learning Academy ( AMA ) "Neuronale Netze & Deep Learning", 2020-01-20 - 2020-01-21.
  • Free online courses.
    • Applied Machine Learning Academy.
      1. Applied Machine Learning Academy ( AMA ) "Applied Time Series Analysis", 2021-01-27.
  • Commercial events.
    • Applied Machine Learning Academy ( AMA ) "Leibniz-Symposium 'Maschinelles Lernen – Intelligente Digitalisierung'" in Hannover, 2018-05-24.
  • Some other projects.
    • IIP-Ecosphere - Next Level Ecosphere for Intelligent Industrial Production.
      • IIP-Ecosphere - Next Level Ecosphere for Intelligent Industrial Production "Veranstaltungen".
      • Twitter "iip-ecosphere.de, @de_iipecosphere" - “Projekt IIP-Ecosphere im BMWi. Ideenwettbewerb Künstliche Intelligenz”.
• Universität Hildesheim.
  • HAISEM Lab, Hildesheim - “KI-Labor zur methodischen Entwicklung von performanten KI-Anwendungen für moderne Hardware-Architekturen”.
    • Universität Hildesheim "HAISEM-Lab: Software-Engineering für KI-Anwendungen" - BigBlueButton webinar platform.
    • Forschungszentrum L3S "HAISEM-Lab: Im September finden drei Webinare zu KI-Hard- und -Software statt ", 2020 - “Wer sich vor dem HAISEM-Lab-Kurs 'Software Engineering von KI-Anwendungen' noch über Grundlagen im Software-Engineering informieren möchte, kann sich gerne beim Schwesterprojekt UpgradeIT (http://www.upgrade-it-wissen.de/) in einen Kurs einschreiben, der am 27. und 28. August stattfinden wird”.
    • Free online courses.
      • Applied Machine Learning Academy ( AMA ) "Teilnahme / Kurse" - Current list of scheduled official events. Navigation to this page by the main menu.
        1. Applied Machine Learning Academy ( AMA ) "Software-Engineering für KI-Anwendungen", 2020-09-10 - 2020-09-11.
           • Google Docs "SE01", Google Docs "SE01".
        2. Applied Machine Learning Academy ( AMA ) "FPGA- Hardwarearchitekturen für KI", 2020-09-21 - 2020-09-22.
           • Google Drive "FPGA-Architekturen für KI".
           • EDA Playground.
             1. EDA Playground "Half Adder Task".
             2. EDA Playground "Akkumulation".
             3. EDA Playground "Fuller Adder Task".
             4. EDA Playground "ReLU Task".
             5. EDA Playground "Zähler Task".
           • University of Maryland Baltimore County, Computer Science and Electrical Engineering Department, CSEE HELP pages.
             • University of Maryland Baltimore County, Computer Science and Electrical Engineering Department, CSEE HELP pages "VHDL reference material".
               • University of Maryland Baltimore County, Computer Science and Electrical Engineering Department, CSEE HELP pages "Standard VHDL Synthesis Package (1076.3, NUMERIC_STD)".
           • Some neuronal nets.
             • LeFlow.
               • GitHub "danielholanda / LeFlow"-
                 • “Enabling Flexible FPGA High-Level Synthesis of Tensorflow Deep Neural Networks”.
                 • How to run: Download of a VirtualBox image & install some additional tool.
             • OpenVINO.
           • Embedded systems with FPGAs.
             • Bottlenecks for neuronal nets on FPGAs:
               1. RAM.
               2. Number of decided multipliers.
               3. ( Number of gates ).
             • Solutions:
               • “Small” neuronal nets for embedded systems, for standard boards:
                 • yolo-lite
                 • yolo-tiny
                 • mobilenet
               • Boards with tensor processing units ( TPU ).
                 • Coral "USB Accelerator".
        3. Applied Machine Learning Academy ( AMA ) "Best Practices zur KI Optimierung", 2020-09-28.
           • Google Drive "AI-Best Practice".
           • Google Colab ( Colaboratory ).
    • UpgradeIT, Universität Hildesheim.
• The free hands-on Workshop “Intel AI Developer Hands-On Workshop” by Intel as part of the conference and exhibition OOP in München, 2020-02-05.
• Vogel Communications Group "B2B-Conferences".
  • The commercial virtual conference Edge AI & Industrial Edge, 2020-09-22 -2020-09-23 - “für Edge AI /Edge Analytics, Embedded KI und Industrial Edge”.

• Free webinar Mindsquare "Live-Webinar: Künstliche Intelligenz – Grundlagen und Best Practices", 2021-01-26, 10:00.

• YouTube "HAISEM Lab".

• ANN
  • EN.Wikipedia "Artificial neural network" ( ANN ), DE.Wikipedia "Künstliches neuronales Netz" ( KNN ).
  • ErfolgsAnleger "Reichtum durch [ANN] – die 'Wunderdroge' für die Wirtschaft des 21. Jahrhunderts"