====== [hemmerling] Data Processing 7/8 - Machine Learning ======
Related pages:
  *[[databases.html|Data Processing 1/8 - Databases, Webserver, Webservices, SQL, XML]].
  *[[databases02.html|Data Processing 2/8 - Descriptions of Data, Data Transfer and Data Protocols]].
  *[[nosql.html|Data Processing 3/8 - NoSQL Databases: Not Just SQL]].
  *[[dbadmin.html|Data Processing 4/8 - Database Managment Tools and Database Application Development Tools]].
  *[[bíntelligence.html|Data Processing 5/8 - Business Intelligence]].
  *[[datawarehouse.html|Data Processing 6/8 - Data Warehouse Modeling]].
  *[[ai.html|Data Processing 8/8 - Artificial Intelligence ( AI )]].
  *[[infographics.html|Data Visualisation with Infographics]].
  *[[mathengineering.html|Mathematical Engineering]].
  *[[quantum.html|Quantum Computing]].
  *[[myai.html|Rolf Hemmerling's AI Samples]].
===== Organisations & Courses =====
==== Applied Machine Learning Academy ( AMA ) & HAISEM ====
=== Organisations ===
  *[[http://www.uni-hannover.de/|Leibniz Universität Hannover]].
    *[[http://www.l3s.de/|L3S]], Hannover.
    *[[http://www.ama-academy.eu/|Applied Machine Learning Academy ( AMA )]], [[contact@ama-academy.eu]], Hannover.
      *Crew members: 
        *[[http://www.l3s.de/|Forschungszentrum L3S]], Hannover.
        *Sergej Zerr, [[http://www.xing.com/profile/Sergej_Zerr/|XING "Dr. Sergej Zerr"]], [[http://www.linkedin.com/in/sergejzr/|LinkedIn "Sergej Zerr"]], [[http://www.facebook.com/sergejzr|Facebook "Sergej Zr"]], [[http://www.twitter.com/sergejzr|Twitter "SergejZr, @sergejzr"]] ( #AMASCHNUPPERTAGDATASCIENCE2019 ).
        *Markus Rokicki, [[http://www.xing.com/profile/Markus_Rokicki/|XING "Markus Rokicki"]].
    *[[http://ama-academy.eu/index.php/amamlevents/|Applied Machine Learning Academy ( AMA ) "Veranstaltungen"]] - Current list of scheduled events, including student events. No navigation to this page!
    *[[http://ama-academy.eu/index.php/courses/|Applied Machine Learning Academy ( AMA ) "Teilnahme / Kurse"]] - Current list of scheduled official events. Navigation to this page by the main menu.
    *[[http://www.l3s.de/~zab/ama.html|L3S "AMA-Kurs"]], [[http://ama.l3s.uni-hannover.de/|L3S "AMA-Kurs"]] - Non-public course page. This page changes with every course day.
  *[[http://www.uni-hildesheim.de/|Universität Hildesheim]].
    *[[http://haisem-lab.de/|HAISEM Lab]], Hildesheim  ( without "www." ) - "KI-Labor zur methodischen Entwicklung von performanten KI-Anwendungen für moderne Hardware-Architekturen".
      *[[http://bbb.uni-hildesheim.de/b/len-8tk-ppi-tni|Universität Hildesheim "HAISEM-Lab: Software-Engineering für KI-Anwendungen"]] - BigBlueButton webinar platform #1 ( 2020 - 2021 ).
      *[[http://bbb.uni-hildesheim.de/b/leo-erz-k9u-mi2|Universität Hildesheim "HAISEM-Lab: Software-Engineering für KI-Anwendungen"]] - BigBlueButton webinar platform #2 ( 2021-03-25 ).
      *[[http://bbb.uni-hildesheim.de/b/leo-vjq-0fr-prd|Universität Hildesheim "HAISEM-Lab: Software-Engineering für KI-Anwendungen"]] - BigBlueButton webinar platform #3 ( 2021-05-26 - 2021-05-27 ).
      *[[https://bbb.uni-hildesheim.de/b/leo-kk4-v6n-2tj|Universität Hildesheim "HAISEM-Lab: Software-Engineering für KI-Anwendungen"]] - BigBlueButton webinar platform #3 ( 2021-06-17 - 2021-06-18 ).
      *[[http://www.l3s.de/de/node/2126|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/|http://www.upgrade-it-wissen.de/]]) in einen Kurs einschreiben, der am 27. und 28. August stattfinden wird".
=== Applied Machine Learning Academy ( AMA ) & HAISEM  - Free Conferences, Seminars, Trainings ===
== Free local "AMA" & "HAISEM" Events ==
  *[[http://ml-regionalkonferenz.ama-academy.eu/|Applied Machine Learning Academy ( AMA ) "Regionalkonferenzen"]] in Hannover, 2018-04-13, 2019-03-18, 2019-10-11.
    *[[http://ama-academy.eu/index.php/amamlevents/regionalkonferenz-maschinelles-lernen-fuer-die-intelligente-produktion/|Applied Machine Learning Academy ( AMA ) "Regionalkonferenz: 'Maschinelles Lernen für die Intelligente Produktion'"]], 2018-04-13.
    *[[http://www.ama-academy.eu/index.php/amamlevents/regionalkonferenz-maschinelles-lernen-fuer-die-intelligente-produktion-3/|Applied Machine Learning Academy ( AMA ) "Regionalkonferenz Data Science in der Industrie: Umsetzung, Recht und Ethik"]], 2019-03-18.
    *[[http://www.ama-academy.eu/index.php/amamlevents/regionalkonferenz-ml-in-der-industrie-moderne-ansaetze/|Applied Machine Learning Academy ( AMA ) "Regionalkonferenz Maschinelles Lernen in der Industrie: Moderne Ansätze]], 2019-10-11.
    *[[http://www.data4urbanmobility.org/|Intelligente Mobilität 2020]] in Hannover, 2020-02-20.
      *[[http://sim2020.l3s.uni-hannover.de/index.php/programm/|Intelligente Mobilität 2020 "Programm"]].
    *<del>[[http://www.ama-academy.eu/amamlevents/gpu-tpu-edge-fpga/|Applied Machine Learning Academy ( AMA ) "GPU, TPU, Edge & Co: Wege durch den Hardware-Dschungel für Ihre KI-Anwendung"]], 2020-04-27</del>.
    *[[http://ama-academy.eu/amamlevents/intelligente_systeme/|Applied Machine Learning Academy ( AMA ) "Webinar: Regionalkonferenz: Intelligente Systeme: Eine Herausforderung für das moderne Software Engineering?. Virtuell"]], 2021-07-16 - My participation was rejected :-(.
== Free "AMA" & "HAISEM" Courses ==
  -[[http://ama-academy.eu/index.php/amamlevents/einfuehrung-in-maschinelles-lernen/|Applied Machine Learning Academy ( AMA )  "Einführung in Maschinelles Lernen"]], 2018-10-10.
    *[[http://drive.google.com/drive/folders/1KnNqOyMf0VD8Ejt6iVgbRObxgp_kZ_jf|Google Docs "ML1 Inroduction to ML"]], [[http://www.tinyurl.com/ml-hannover|Google Docs "ML1 Inroduction to ML"]].
  -[[http://ama-academy.eu/index.php/amamlevents/hands-on-ml/|Applied Machine Learning Academy ( AMA ) "Hands On Machine Learning"]], 2018-10-11.
    *[[http://www.startupsventurecapital.com/essential-cheat-sheets-for-machine-learning-and-deep-learning-researchers-efb6a8ebd2e5|Redwhale "Essential Cheat Sheets for Machine Learning and Deep Learning Engineers"]], [[http://www.tinyurl.com/ml-lab-sheets|Redwhale "Essential Cheat Sheets for Machine Learning and Deep Learning Engineers"]].
  -[[http://www.ama-academy.eu/amamlevents/mli111/|Applied Machine Learning Academy ( AMA ) "Machine Learning für Industrie 4.0 – Eine Einführung"]], 2019-02-21.
    *[[http://drive.google.com/drive/folders/1tEEk5Rs5ca4yWmB2XMua2Zp_hu2-Ugd6|Google Drive "MLI1"]].
  -[[http://ama-academy.eu/index.php/amamlevents/rechtliche-aspekte-2/|Applied Machine Learning Academy ( AMA ) "Rechtliche Aspekte der Nutzung von Big Data"]],<del> 2019-03-14</del>. 
  -[[http://ama-academy.eu/index.php/amamlevents/kurs-einfuehrung-in-data-science/|Applied Machine Learning Academy ( AMA ) "Einführung in Data Science"]], 2019-03-14 and 2019-03-21.
    *[[http://drive.google.com/drive/folders/1GidcedOTwriUF716QzhC9QcqSoo5IHKZ|Google Docs "ML5 Introduction to DS"]].
  -[[http://ama-academy.eu/index.php/amamlevents/kurs-rechtliche-aspekte-der-nutzung-von-big-data-2/|Applied Machine Learning Academy ( AMA ) "Rechtliche Aspekte der Nutzung von Big Data"]], 2019-06-07. 
  -[[http://ama-academy.eu/index.php/amamlevents/kurs-visual-analytics-prinzipien-und-methoden_2/|Applied Machine Learning Academy ( AMA ) "Visual Analytics – Prinzipien und Methoden"]], 2019-06-13 - 2019-06-14.
    *[[http://drive.google.com/drive/folders/10jQM1I_gwVP1nwhuMxVdB_ULS8qb-ioH|Google Docs "AMA_VA"]].
  -[[http://ama-academy.eu/index.php/amamlevents/intelligente-prozessueberwachung/#respond|Applied Machine Learning Academy ( AMA ) "Intelligente Prozessüberwachung"]], 2019-06-27.
    *[[http://drive.google.com/drive/folders/1tEEk5Rs5ca4yWmB2XMua2Zp_hu2-Ugd6|Google Docs "MLI1"]].
  -[[http://ama-academy.eu/index.php/amamlevents/mli07/|Applied Machine Learning Academy ( AMA ) "Machine Learning für Industrie 4.0 – Eine Einführung"]], 2019-07-25.
    *[[http://drive.google.com/drive/folders/1tEEk5Rs5ca4yWmB2XMua2Zp_hu2-Ugd6|Google Drive "MLI1"]].
  -[[http://ama-academy.eu/index.php/amamlevents/frameworks/|Applied Machine Learning Academy ( AMA ) "Programmiersprachen und Frameworks für Data Science"]], <del>2019-10-01</del>.
  -[[http://ama-academy.eu/index.php/amamlevents/kurs-programmiersprachen-und-frameworks-fuer-data-science/|Applied Machine Learning Academy ( AMA ) "Programmiersprachen und Frameworks für Data Science"]], 2019-10-08.
    *[[http://node1-7.icaml.org/?token=pfds|ICAML, Jupyter Notebook "Programmiersprachen und Frameworks für Data Science"]]
  -"Neuronale Netze & Deep Learning"
    -[[http://ama-academy.eu/index.php/amamlevents/neuronale-netze-deep-learning-student/|Applied Machine Learning Academy ( AMA ) "Neuronale Netze & Deep Learning"]] in English for students, <del>2019-10-16 & 2019-10-18</del>.
    -[[http://ama-academy.eu/index.php/amamlevents/neuronale-netze-deep-learning/|Applied Machine Learning Academy ( AMA ) "Neuronale Netze & Deep Learning"]], 2019-10-30 & 2019-11-01.
      *[[http://drive.google.com/drive/folders/1c1u6bWDGoBP_NsjtD05nzX4U9geuSZhV|Google Drive "Deep Learning"]].
      *[[http://amadropbox.l3s.uni-hannover.de/index.php/s/4SlRrrYsMpz77XO|L3S Download "Deep Learning"]].
    -[[http://ama-academy.eu/index.php/amamlevents/kurs-neuronale-netze-deep-learning-2-tage/|Applied Machine Learning Academy ( AMA ) "Neuronale Netze & Deep Learning"]], <del>2020-01-20 - 2020-01-21</del>.
  -[[http://www.ama-academy.eu/amamlevents/kurs-neuronale-netze-deep-learning-2-tage-2/|Applied Machine Learning Academy ( AMA ) "Software-Engineering für KI-Anwendungen"]], 2020-09-10 - 2020-09-11.
    *[[http://www.bit.ly/2YZI0Lt|Google Docs "SE01"]], [[http://drive.google.com/drive/folders/10JcJ5XFJ6TFxXvLaWBmu3iYf-w4ODjYg|Google Docs "SE01"]].
  -[[http://www.ama-academy.eu/amamlevents/software-engineerig-fuer-ki-anwendungen/|Applied Machine Learning Academy ( AMA ) "FPGA- Hardwarearchitekturen für KI"]], 2020-09-21 - 2020-09-22.
    *[[http://drive.google.com/drive/folders/11Ko9Exln_duI7iyjaTU9SLSvyt-l_0xx|Google Drive "FPGA-Architekturen für KI"]].
      *[[http://www.edaplayground.com/|EDA Playground]].
        -[[http://www.edaplayground.com/x/4dtz|EDA Playground "Half Adder Task"]].
        -[[http://www.edaplayground.com/x/5Ejp|EDA Playground "Akkumulation"]].
        -[[http://www.edaplayground.com/x/539E|EDA Playground "Fuller Adder Task"]].
        -[[http://www.edaplayground.com/x/4DBD|EDA Playground "ReLU Task"]].
        -[[http://www.edaplayground.com/x/5UCU|EDA Playground "Zähler Task"]].
      *[[http://www.csee.umbc.edu/portal/help/|University of Maryland Baltimore County, Computer Science and Electrical Engineering Department, CSEE HELP pages]].
      *[[http://www.csee.umbc.edu/portal/help/VHDL/|University of Maryland Baltimore County, Computer Science and Electrical Engineering Department, CSEE HELP pages "VHDL reference material"]].
      *[[http://www.csee.umbc.edu/portal/help/VHDL/numeric_std.vhdl|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.
          *[[http://www.github.com/danielholanda/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.
            *[[http://www.openvinotoolkit.org/|OpenVINO]].
        *Embedded systems with FPGAs.
          *Bottlenecks for neuronal nets on FPGAs:
            -RAM.
            -Number of decided multipliers.
            -( Number of gates ).
          *Solutions:
            *"Small" neuronal nets for embedded systems, for standard boards:
              *yolo-lite
              *yolo-tiny
              *mobilenet
          *Boards with tensor processing units ( TPU ).
            *[[http://coral.ai/products/accelerator/|Coral "USB Accelerator"]].
  -[[http://www.ama-academy.eu/amamlevents/fpga-hardwarearchitekturen-fuer-ki/|Applied Machine Learning Academy ( AMA ) "Best Practices zur KI Optimierung"]], 2020-09-28.
    *[[http://drive.google.com/drive/folders/1lkOq-33BFZ6Cii1Qtj6XvEmzuVSt_Ka-|Google Drive "AI-Best Practice"]].
    *Software platforms.
      *[[http://colab.research.google.com/|Google Colab ( Colaboratory )]].
      *Anaconda 64-bit, for Python 3.
  -[[http://ama-academy.eu/amamlevents/gpu-tpu-edge-co-wege-durch-den-hardware-dschungel-fuer-ihre-ki-anwendung/|Applied Machine Learning Academy ( AMA ) "GPU, TPU, Edge & Co: Wege durch den Hardware-Dschungel für Ihre KI-Anwendung"]], 2020-11-27.
  -[[http://ama-academy.eu/amamlevents/timeseriescourse/|Applied Machine Learning Academy ( AMA ) "Applied Time Series Analysis"]], 2021-01-27.
    *[[http://bbb.uni-hildesheim.de/b/len-8tk-ppi-tni|BBB HAISEM-Lab]] ( URL was printed at the bottom of the registration page ).
    *[[http://drive.google.com/drive/folders/16r4nau5pXueGX74ptDVCGpFoGgKu0AOS|Google Drive "Applied Time Series Analysis"]].
    *"Umfrage zum Qualifikationsbedarf im Bereich "Maschinelles Lernen" Lernens (ML) in der Wirtschaft" => "2. E-Mail (Optional, geben Sie bitte an, wenn Sie frühzeitigen Zugang zu den **MACHINA-Lernmaterialien und dem Online-Kursen** haben möchten)"
    *Software platforms.
      *[[http://colab.research.google.com/|Google Colab ( Colaboratory )]].
      *Anaconda 64-bit, for Python 3.
      *[[http://www.365datascience.com/question/comparing-higher-lag-ar-models/|365datascience "Comparing Higher-Lag AR Models"]].
  -[[http://ama-academy.eu/amamlevents/webinar-tpu-ki-accelration/|Applied Machine Learning Academy ( AMA ) "Beschleunigung von KI-Anwendungen mit Tensor Processing Units"]], 2021-02-26.
    *[[http://drive.google.com/drive/folders/1UYDRutk6P6iT_G8Wfj8Bdoi2A4bEWgxW|Google Docs "Beschleunigung von KI-Anwendungen mit Tensor Processing Units"]].
    *[[http://colab.research.google.com/drive/1dOoyPk9wOtwatTCmLxij3YnvWq5pfrjw|Google Colab "colab_02_mnist.ipynb"]] - "MNIST data set".
    *[[http://colab.research.google.com/drive/1hMgitqzYDNbXXrs_KgoDYhb3WjErgl7j|Google Colab "Haisem MNist Demo.ipynb"]] - "Erkennung handschriftlicher Zahlen mit tensorflow".
    *[[http://colab.research.google.com/drive/1_yWeRWIaJASzrNQgoibfcjYAinAXw0MV|Google Colab "01_haisem_tpu_init.ipynb"]].
    *[[http://colab.research.google.com/drive/1DyuWdSsHSl0o8kR9zDaJwy6Yvjf0mH71|Google Colab "02_haisem_tpu_inference.ipynb"]].
    *[[http://colab.research.google.com/drive/1AaQH8Qj-UsUMeYRfp_Q_9fi2Jg3h5YkW|Google Colab "03_haisem_training_tpu_gpu_cpu.ipynb"]].
    *[[http://www.tensorflow.org/guide/keras/save_and_serialize|Tensorflow "Save and load Keras models"]]. The result ist a ".h5" file ( or alternatively a ".pb" file, depends on the Tensorflow version ). There are tutorials how to write a convertion file to make the ".h5" / ".pb" file ready to be used on a coral edge TPUs.
    *<code>model.save('mnist_model', overwrite=True, include_optimizer=True)
from google.colab import files
!zip -r ./mnist_model.zip ./mnist_model
files.download("mnist_model.zip")</code>
  -[[http://ama-academy.eu/amamlevents/sw_architectures_for_ki/|Applied Machine Learning Academy ( AMA ) "Software-Architekturen für Künstliche Intelligenz Anwendungen"]], 2021-03-25 - 2021-03-26.
    *[[http://drive.google.com/drive/folders/1aWl9Gh9SZRMTxFMowiQzDkga6VShd2ra|Google Drive "Software-Architekturen für Künstliche Intelligenz Anwendungen"]].
    *[[http://jup-haisem.sse.uni-hildesheim.de/jhub/hub/login|HAISEM-Lab "JupyterLab"]].
    *"Attribute-Driven Design" ( ADD ) => See [[systemdesign.html|System Design]].
    *"Architecture Tradeoff Analysis Method" ( ATAM ) => See [[systemdesign.html|System Design]].
    *Advertising of the forthcoming Python course at [[http://www.upgrade-it-wissen.de/|UpgradeIT]], Universität Hildesheim.
  -[[http://ama-academy.eu/amamlevents/webinar-hardware-ml/|Applied Machine Learning Academy ( AMA ) "Die richtige Wahl der Hardware für Ihre KI-Anwendung"]] ( "Haisem Kurs: Hardware auswählen" ), <del>2021-05-12</del>, 2021-05-19.
  -[[http://ama-academy.eu/amamlevents/webinar-kurs-reinforcement-learning/|Applied Machine Learning Academy ( AMA ) "Reinforcement Learning"]], 2021-05-26 - 2021-05-27.
    *[[http://drive.google.com/drive/folders/1Gk9EhPNRvRDZk7Sw5ECAfJW9qnplZOZk|Google Drive "RL_Course"]].
    *FrozenLake.
      *[[http://gym.openai.com/envs/FrozenLake-v0/|OpenAI Gym "FrozenLake-v0"]].
        *[[http://gym.openai.com/docs/|OpenAI Gym "Getting Started with Gym"]].
          *Environment "FrozenLake-v0".
      *[[http://www.deeplizard.com/learn/video/QK_PP_2KgGE|Deeplizard "Reinforcement Learning - Goal Oriented Intelligence" - "OpenAI Gym and Python set up for Q-learning"]].
    *Taxi.
      *[[http://gym.openai.com/envs/Taxi-v3/|OpenAI Gym "Taxi-v3"]].
        *Environment "Taxi-v3".
      *[[http://www.learndatasci.com/tutorials/reinforcement-q-learning-scratch-python-openai-gym/|LearnDataSci "Reinforcement Q-Learning from Scratch in Python with OpenAI Gym"]].
    *CartPole.
      *[[http://gym.openai.com/envs/CartPole-v0/|OpenAI Gym "CartPole-v0"]].   
        *[[http://gym.openai.com/docs/|OpenAI Gym "Getting Started with Gym"]].
          *Environment "CartPole-v0".
      *[[http://www.keras.io/guides/sequential_model/|Keras "The Sequential model"]].
    *SpaceInvadors.
      *[[http://gym.openai.com/envs/SpaceInvaders-v0/|OpenAI Gym "SpaceInvaders-v0"]].   
        *[[http://gym.openai.com/docs/|OpenAI Gym "Getting Started with Gym"]].
          *Environment "SpaceInvaders-v0".
  -[[http://ama-academy.eu/amamlevents/webinar-hardware-ml/|Applied Machine Learning Academy ( AMA ) "Programmiermethoden für KI/Python" / "Programmierbarkeit für KI/Python" / "Programmierbarkeits-Kurs Python"]], 2021-06-17 - 2021-06-18.
    *<del>[[http://drive.google.com/drive/folders/10JcJ5XFJ6TFxXvLaWBmu3iYf-w4ODjYg|Google Drives "SE01: Softwareengineering"]]</del>.
    *[[http://drive.google.com/drive/folders/1ntRkJldoTn5RLlY-0HRV4nlx9N5FR1Tj|Google Drives "Skript"]].
    *[[http://jup-haisem.sse.uni-hildesheim.de/jhub/hub/login|HAISEM Lab "JupyterHub"]] - "HAISEM DGX-1". Username; PW "<del>ha!Part3021</del>".
    *Python exercise 2 - [[http://docs.python.org/3/library/json.html#basic-usage|The Python Standard Library "json — JSON encoder and decoder"]].
    *Python exercise 3 - [[http://www.numpy.org/doc/stable/reference/arrays.indexing.html|NumPy Manual "Indexing"]].
    *Python exercise 4 - [[http://www.matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.plot.html|Matplotlib "matplotlib.pyplot.plot"]].
    *AI exercise 2 - [[http://www.scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsRegressor.html|Scikit learn "sklearn.neighbors. KNeighborsRegressor"]].
    *Contact to the team: 1) Leonhard Faubel, [[faubel@sse.uni-hildesheim.de]], 2) [[wenzelc@sse.uni-hildesheim.de]].
  -[[http://www.ama-academy.eu/amamlevents/spezialhardware-in-der-serverinfrastruktur/|Applied Machine Learning Academy ( AMA ) "Spezialhardware in der Serverinfrastruktur"]], 2021-08-25 - No participation :-(.
  -[[http://www.ama-academy.eu/amamlevents/performance-lab/|Applied Machine Learning Academy ( AMA ) "Performance Lab"]], 2021-11-19 - No participation :-(.
  -[[http://www.ama-academy.eu/amamlevents/performance-engineering/|Applied Machine Learning Academy ( AMA ) "Performance Engineering & Tuning für KI-Anwendungen"]], 2022-01-31 - 2022-02-01 - No participation :-(.
  -[[http://www.ama-academy.eu/amamlevents/anwendungsspezifische/|Applied Machine Learning Academy ( AMA ) "Labor Anwendungsspezifische Prozessorarchitekturen für KI"]] ( onside, in Hildesheim ), 2022-02-15 - No participation :-(.
  -[[http://www.ama-academy.eu/amamlevents/ai-hw/|Applied Machine Learning Academy ( AMA ) "AI Applications on Mixed Hardware"]] by [[http://www.ims.uni-hannover.de/|Institut für Mikroelektronische Systeme]] ( IMS ), 2022-02-17 - I participated :-).
    *[[http://drive.google.com/drive/folders/1GhVzwxzwwXesj1PFpfL0JOEvCq525EUK|Google Drive "KI Anwendungen auf gemischter Hardware"]].
    *[[http://www.rapidminer.com/|RapidMiner]].
    *[[http://landscape.lfai.foundation/|LF AI & Data Foundation Interactive Landscape]].
    *Books about FPGA:
      *Andrew Moore: "FPGAs For Dummies, 2nd Intel Special Edition".
      *[[http://www.freecomputerbooks.com/FPGA-for-Dummies.html|FreeComputerBooks "Andrew Moore: FPGAs for Dummies (Intel and Altera Special Edition)"]].
      *[[http://www.amazon.de/exec/obidos/ASIN/0470054379/hemmerling-21|Steve Kilts "Advanced FPGA Design: Architecture, Implementation, and Optimization"]], 2007.
  -[[http://ama-academy.eu/amamlevents/modellbased-se/|Applied Machine Learning Academy ( AMA ) "Low-Code und No-Code für KI-Anwendungen"]] ( onsite in Hildesheim ? ), 2022-03-04 - No participation :-(.
  -[[http://www.ama-academy.eu/amamlevents/2486/|Applied Machine Learning Academy ( AMA ) "Entwicklung einer AI Anwendung auf unterschiedlicher Hardware"]] by [[http://www.ims.uni-hannover.de/|Institut für Mikroelektronische Systeme]] ( IMS ), 2022-03-24 - I participated :-).
    *[[http://colab.research.google.com/|Google Colab]].
    *[[http://drive.google.com/drive/folders/1cc6gocllijvuanPaYL2C4HlwJV86V9Mf|Google Drive "HW07"]].
    *[[http://drive.google.com/drive/folders/12BmZWl-7PE3YnB45UZBboJAXcl5haZVK|Google Drive "data"]] - Cats & dogs.
    *[[http://storage.googleapis.com/openimages/web/index.html|Google Images "Open Images Dataset V6 + Extensions"]].
    *[[http://www.voxel51.com/fiftyone/|Voxel51 "FiftyOne"]] - "Rapid Data & Model Experimentation".
    *[[http://www.netron.app/|Lutz Roeder's NETRON]].
    *[[http://en.wikipedia.org/wiki/Open_Neural_Network_Exchange|EN.Wikipedia "Open Neural Network Exchange"]], [[http://de.wikipedia.org/wiki/ONNX|DE.Wikipedia "ONNX"]].
  -[[http://www.ama-academy.eu/amamlevents/hand-on-ml/|Applied Machine Learning Academy ( AMA ) "Hands On ML-Labor"]] of L3S, 2022-04-01 - I participated :-).
    *Lecturer: Mrs. Raneen Younis, [[http://www.linkedin.com/in/raneen-younis-6a79b9b7/|LinkedIn "Raneen Younis"]], [[younis@l3s.de]].
    *[[http://drive.google.com/drive/folders/1n0IKP0BFxi6egpzVndUG2EMI4rT46s7W|Google Drive "Hands_on_ML"]].
    *[[http://www.datasciencecentral.com/github-material/|DataScienceCentral "Jupyter Notebooks: Fundamentals of Machine Learning and Deep Learning]]".
  -[[http://www.ama-academy.eu/amamlevents/tuning-labor-fuer-ki-anwendungen/|Applied Machine Learning Academy ( AMA ) "Tuning-Labor für KI-Anwendungen"]], 2022-04-08 - No participation?. 
== Free "UpgradeIT" Courses ==
  *[[http://www.upgrade-it-wissen.de/|UpgradeIT]], Universität Hildesheim.
    *[[http://www.upgrade-it-wissen.de/kurs/gestaltung-und-konzeption-von-chatbots|UpgradeIT "Gestaltung und Konzeption von Chatbots"]], 2021-03 - I missed :-(.
    *[[http://www.upgrade-it-wissen.de/kurs/python-boot-camp|UpgradeIT "Python Boot Camp"]], 2021-06-03 - 2021-06-04. Contact Sascha El-Sharkawy, [[http://www.xing.com/profile/Sascha_ElSharkawy/|XING "Sascha El-Sharkawy"]].
      *[[http://www.uni-hildesheim.de/moodle/login/?lang=de|Uni Hildesheim "Learnweb-Wiki" / "E-Moodle"]].
        *[[http://www.uni-hildesheim.de/moodle/course/view.php?id=143|Uni Hildesheim "E-Moodle", Kurs "Upgrade-IT: Python Boot Camp"]].
      *[[http://bbb.uni-hildesheim.de/b/sas-soc-hnz-dhx|Uni Hildesheim, BigBlueButton "Upgrade-IT: Seminarraum"]].
      *Suggested tools:
        *[[http://www.qt.io/download|QT "Download"]].
          *[[http://www.qt.io/download-open-source|QT "Download for open source users"]] - "Download the QT Online Installer".
            *[x]QT 5.15.2.
              *[x] MinGW 8.1.0 (64 bit) only!
            *[x]Developer and Designer Tools. 
        *[[http://www.pypi.org/project/PyQt5/|Pypi "PyQt5"]] - "PyQt5 is a comprehensive set of Python bindings for Qt v5". "pip install PyQt5" => NOT shipped with Anaconda :-(.
        *[[http://www.pypi.org/project/QtPy/|Pypi "QtPy"]] - "QtPy: Abstraction layer for PyQt5/PyQt4/PySide2/PySide". "pip install QtPy" => Shipped with Anaconda :-).
        *[[http://www.pyinstaller.org/|PyInstaller]], [[http://www.pypi.org/project/pyinstaller/|PyPi "pyinstaller"]] to create executables. "pip install pyinstaller" :-).
          *"pyinstaller -n "QTDemo" -w -F main.py".
        *"pandas", "numpy", "matplotlib", "seaborn" => Shipped with Anaconda.
        *For this Python workshop, as of 2021-06, QT6 would be the WRONG choice, due to missing Python support!
    *[[http://www.upgrade-it-wissen.de/kurs/efficient-variability-management|UpgradeIT "Efficient Variability Management"]], 2021-09-16 - 2021-09-17.
==== OpenLearning ====
  *[[http://www.openlearning.com/|OpenLearning]].
    *[[http://www.openlearning.com/courses/machine-learning-skills-for-ict-professionals/|Machine Leaerning Skills for ICT Professionals ( MACHINA )]] - "Welcome to MACHINA VOOC! We hope you will have a wonderful time and learn a lot about Machine Learning".
    *[[http://help.openlearning.com/|OpenLearning Help"]].
  *AMA-NEWS newsletter, 2022-05-26: "Das MACHINA-Projekt, das durch das Erasmus+ Programm finanziert wird, bietet einen Online-Kurs über maschinelles Lernen (ML) an, der vom 9. Mai bis zum 3. Juni 2022 als Pilotprojekt durchgeführt wird. Der MACHINA MOOC ist ein aktueller, modularer Kurs für IKT-Fachleute, die ihre Fähigkeiten, ihr Wissen und ihre Kompetenzen in Bezug auf Methoden des maschinellen Lernens (ML) und praktische Anwendungen verbessern möchten".
==== University of Helsinki - Elements of AI ====
  *Free AI online on-demand training course [[http://www.elementsofai.de/|Elements of AI]] by University of Helsinki.
    *[[http://www.twitter.com/hashtag/elementsofai|Twitter - Search for "#ElementsofAI"]].
    *[[http://www.twitter.com/hashtag/kichallenge|Twitter - Search for "#KIChallenge"]].
==== MACHINA Machine Learning skills for ICT professionals ====
  *[[http://www.univ-lyon1.fr/|Université Claude Bernard Lyon 1]].
    *[[http://machina.univ-lyon1.fr/index.php/machina-information-day/|Université Claude Bernard Lyon 1 - MACHINA Machine Learning skills for ICT professionals "MACHINA Information Day. Machine Learning Skills for ICT Professionals"]], 2022-12-01, 10:00.
      *Registration title "L3S MACHINA Day Registration - Machine Learning Skills".
==== Raphael Schaad - AI Training Institute ====
=== The Company ===
  *[[http://www.aitraining.institute|Raphael Schaad - AI Training Institute ( aitraining.institute )]], Cyprus.
    *"Partner gesucht. Und mein größter Fehler mit dem International Voice Technology Institute. Was er meint ist sich eine Liste an Partnern aufzubauen, die Deine Produkte bewerben. Am International Voice Technology Institute habe ich dies völlig vernachlässigt... Daher wenn Du eine Liste und/oder Audience hast, kannst Du mir hier eine Videobotschaft senden, damit ich Dich kennenlernen kann" [[http://www.videoask.com/fxz4pre8k|Videotask "AI Training Institute - Affiliate Partner gesucht"]] ( [[http://www.videoask.com/fxz4pre8k#contact_email=xxx@xxx.com&contact_name=xxx]] ).
  *See also [[smartassist.html|Smart Assistance - Digital Virtual Assistants, Digital Voice Assistants, Smart Assitants, Smart Speakers]] , about the parent project "The International Voice Technology Institute".
=== Raphael Schaad ===
  *[[http://www.raphaelschaad.com/|Raphael Schaad]].
  *[[http://www.xing.com/profile/Raphael_Schaad3|XING "Raphael Schaad"]].
  *[[http://www.linkedin.com/in/raphael-schaad-232a5196/|LinkedIn "Raphael Schaad"]].
  *[[http://raphaelschaad.github.io/|Github.IO "Raphael Schaad"]], [[http://www.github.com/raphaelschaad/|GitHub "Raphael Schaad"]].
  *This is not the right Raphael Schaad :-(:
    *<del>[[http://www.linkedin.com/in/raphaelschaad|LinkedIn "Raphael Schaad"]]</del>.
    *<del>[[http://www.twitter.com/raphaelschaad|Twitter "Raphael Schaad, @raphaelschaad"]]</del>.
=== Videos ===
  *[[http://www.vimeo.com/aitraininginstitute|Vimeo "AI Training Institute"]].
    -[[http://www.aitraining.institute/chatgpt-quickstart-video-1/|AI Training Institute "ChatGPT Quickstart Videoserie. Video 1/3: So kannst Du von der laut Tagesschau größten Innovation seit dem Smartphone profitieren"]].
    -[[http://www.aitraining.institute/chatgpt-quickstart-video-2/|AI Training Institute "ChatGPT Quickstart Videoserie. Video 2/3: 6 Modi ChatGPT für Dich zu nutzen"]].
    -[[http://www.aitraining.institute/chatgpt-quickstart-video-3/|AI Training Institute "ChatGPT Quickstart Videoserie. Video 3/3: So wirst Du Poweruser"]].
    -<del>[[http://www.vimeo.com/777108410/0dc70facb4|Vimeo "AI Crashkurs"]]</del>.
==== Free Events ====
  *The free webinar [[http://www.crashkurs.ai/|Das AI Training Institute präsentiert... AI Crashkurs. Die 11 besten Tools mit Künstlicher Intelligenz, die Dir 80% Deiner Arbeit abnehmen]].
    *[[http://www.crashkurs.ai/e-mail-bestaetigung/|Das AI Training Institute präsentiert... AI Crashkurs "E-Mail Bestätigung"]].
    *[[http://www.aitraining.institute/ai-crashkurs-anmeldebestaetigung/|AI Training Institute "AI Crashkurs Anmeldebestätigung - AI Training Institute"]]
    *2022-12-01, 18:00; 2022-12-19, 18:00 - "Du hast dich erfolgreich für das Webinar 'AI Crashkurs' am Montag, den 19.12.2022 um 18 Uhr angemeldet".
    *[[http://us02web.zoom.us/j/82920268160?pwd=K2hnclgyclJWVHdsR3k1ZU1lUVBHUT09|Zoom "AI Crashkurs"]].
  *The free online event "AI Art Webinar", 2023-02-09, 18:00.
    *[[http://go.aitraining.institute/ai-art-webinar-anmeldebest%C3%A4tigung/|AI Training Institute "AI Art Webinar - Anmeldebestätigung"]].
    *[[http://www.aitraining.institute/ai-art-webinar-replay/|AI Training Institute "AI Art Webinar Replay"]].
      *DALL·E 2 - Powerful for "Inpainting", "Outpainting".
      *Stable Diffusion - Powerful for 
        -"Image-to-image". Your input is (1) an image + (2) a prompt, the output is an image.
        -"Prompt-to-image".
      *If you have your own Discord server, you may invide the MidJourney bot by "/imagine" from there too, so that you get your images there :-).
      *Prompt design #1: "photo, close-up portrait, 30-year-old male teacher, short blonde hair, beart, friendly, by Annie Leibovitz, dark background, studio lighting, sepia color, 8k epic detailed photograph shot on kodak".
        -Content type - "photo".
        -Perspective - "close-up portrait".
        -Motif description - "30-year-old male teacher, short blonde hair, beart, friendly".
        -Style - "by Annie Leibovitz".
        -Light - "dark background, studio lighting".
        -Color - "sepia color".
        -AddOns - "8k epic detailed photograph shot on kodak".
      *Prompt design strategy:
        -STEP1: The motive description might be the "flexible" part of the prompt = the only not "inflexible" part of the prompt, if you want to develop a prompt of photos with different contents - males, females, hair color,.. -, but with same style ).
        -In another step, after the subject of the photo is right, you might set another part of the prompt as "flexible", i.e. the light.
      *Prompt design #2: "Zoom background": "a photo of a room filled with books, simpson's furniture, white floor, penthouse, large windows, paris, digital lavender, wide-angle shot, bright natural, by Tadeo Ando, design award winner, highly-detailed, 8k".
        -Content type - "photo".
        -Perspective - " wide-angle shot".
        -Motif description - "room filled with books, simpson's furniture, white floor, penthouse, large windows, Paris".
        -Style - "by Tadeo Ando, design award winner".
        -Light - "bright natural".
        -Color - "digital lavender".
        -AddOns - "highly-detailed, 8k".
        -Midjourney parameter - "--ar 16:9".
      *Prompt design #3: "Abstract background" for marketing materials, website, social media, LinkedIn banner, ads, packaging: "abstract background, by Yaacov Agam, electric blue color", "abstract background, by Monet, electric blue color".
        -Content type - "abstract background".
        -Style - "by Yaacov Agam" or "Monet".
        -Color - "electric blue color".
      *With abstract images, also short prompts might work properly!
      *Prompt design #4 with "Midjourney": "gangsta dog".
      *The secret of good and spectacular prompts: Use artist names "by XXX" in the prompt!
      *Advanced topics:
        -Parameters - To manipulate quality, consistence, aspect ratio.
        -Image prompting - Give AI an image as inspiration.
        -Blend mode - Mix up to 5 images together.
        -Inpainging - Modify an image by prompt.
        -Outpainting - Extend an image by prompt.
        -Additional tools - ChatGPT, color palettes, upscale tools, image-to-prompt, face correction tools.
  *The free online event [[http://www.aiinaction.eu/|AI in Action Summit]], 2023-02-25, 16:00-22:00.
    *[[http://www.aiinaction.eu/ai-in-action-summit-anmeldebestaetigung/|AI in Action Summit "Anmeldebestätigung"]].
    *[[http://email.aitraining.institute/c/eJwdjsFqwzAQRL_GOordlS1LBx0SEoUEQqHQ3B1rE6tYTmrLpOTrKwozDLzD8NihbluFlghEcB1b1YvoCEgBUYMAQCBR7up9a_ebdms9Wq-hqqGLee7iFKe7jNOSY14zi8Hd9FWZQLZX3DOr-tYwWywD_f-nSM4Yi6BBjG7I-blUalORL1kXoBdf5fvxSHJdCvkuNUhGad2gwUr55ytUahcO_siHQN14-bmkI_b-9HHGT32m01d4gxWzGzglnseiV1zv6VdOnP8Ag5BEpQ|Zoom "AI in Action Summit"]].
    *[[http://aitraininginstitute.notion.site/AI-In-Action-Summit-5c613e3c732a4f86b0af7e3f54083420|Notion "AI Training Institute" - "AI In Action Summit"]] - "Moin & Servus auf der Concierge-Seite für unseren Summit".
==== Some other free Events and Courses ====
  *[[http://www.b2b-events.de/|Vogel Communications Group "B2B-Conferences"]].
  *[[http://www.technology-academy.group/|Deutsche Messe Technology Academy]],
    *[[http://www.iip-ecosphere.eu/event/|Deutsche Messe Technology Academy "Veranstaltungen"]].
      *The free online event [[http://www.technology-academy.group/project/iip-ecosphere_ki_produktion/|Deutsche Messe Technology Academy "Online-Event: Künstliche Intelligenz in der Produktion"]], 2021-02-11 - 2021-02-12.
  *[[http://www.mindsquare.de/|mindsquare AG]], Bielefeld.
    *Free webinar [[http://www.mindsquare.de/event/live-webinar-kuenstliche-intelligenz-grundlagen-und-best-practices/|Mindsquare "Live-Webinar: Künstliche Intelligenz – Grundlagen und Best Practices"]], [[http://mindsquare.wistia.com/medias/pkeorhs1m7|Mindsquare - Recorded webinar "Künstliche Intelligenz – Grundlagen und Best Practices"]], 2021-01-26, 10:00.
    *Free webinar [[http://mindsquare.de/event/live-webinar-ki-im-handel/?utm_source=Email&utm_medium=Einladungsmail&utm_campaign=KI-webinar-16022021|Mindsquare "Live-Webinar: Künstliche Intelligenz im Handel: Wie Sie Ihre Kundenkommunikation optimieren"]], [[http://mindsquare.wistia.com/medias/vjdqa2nrz2|Mindsquare - Recorded webinar "Künstliche Intelligenz im Handel: Wie Sie Ihre Kundenkommunikation optimieren"]], 2021-02-16, 10:00.
==== Some just-commercial Events ====
  *[[http://machine-learning.ama-academy.eu/|Applied Machine Learning Academy ( AMA ) "Leibniz-Symposium 'Maschinelles Lernen – Intelligente Digitalisierung'"]] in Hannover, 2018-05-24.
  *The commercial virtual conference [[http://www.intelligent-edge.de/|Edge AI & Industrial Edge]], 2020-09-22 -2020-09-23 - "für Edge AI /Edge Analytics, Embedded KI und Industrial Edge".
==== Commercial Courses ====
  *The commercial offer [[http://www.aitraininginstitute.typeform.com/to/BLEqs6x6|Typeform "AI Training Institute- Anmeldung zum AI Explorer Club"]].
  *The commercial course [[http://go.aitraining.institute/chatgpt-poweruser/|AI Training Institute "ChatGPT Poweruser Kurs"]].
==== Eben Pagan - FUTURE PROMPT A.I. Use Generative A.I. Tools To Multiply Your Creativity & Productivity ====
  *Event creator:
    *[[http://www.ebenpagan.com/|Eben Pagan]], [[http://www.linkedin.com/in/eben-pagan-59933b15a|LinkedIn "Eben Pagan"]].
    *[[http://www.ebenpagantraining.com/|Eben Pagan Training]], [[http://www.linkedin.com/company/eben-pagan-training|LinkedIn "Eben Pagan Training"]].
  *The free online event [[http://www.futureprompt.com/|Mini Summit "FUTURE PROMPT A.I. Use Generative A.I. Tools To Multiply Your Creativity & Productivity"]].
    *[[http://www.futureprompt.com/encore/register|Mini Summit "FUTURE PROMPT A.I. Use Generative A.I. Tools To Multiply Your Creativity & Productivity" - Registration]].
    *[[http://www.futureprompt.com/encore/thank-you|Mini Summit "FUTURE PROMPT A.I. Use Generative A.I. Tools To Multiply Your Creativity & Productivity" - ThankYou]] - "The 'Future Prompt A.I. Mini Summit ENCORE' Friday, August 18, 2023, 8am PT / 11am ET", 2023-08-18, 17:00 UTC+2.
===== AI Frameworks & Frameworks used for AI =====
==== Intel ====
=== AI Hardware ===
  *[[http://www.intel.com/content/www/us/en/artificial-intelligence/processors.html|Intel "Intel AI Processors"]].
=== AI Stack, as of 2023-12 ===
  *[[http://en.wikipedia.org/wiki/OneAPI_(compute_acceleration)|EN.Wikipedia "oneAPI (compute acceleration)"]].
  *[[http://en.wikipedia.org/wiki/OpenVINO|EN.Wikipedia "OpenVINO"]].
  *[[http://en.wikipedia.org/wiki/TensorFlow|EN.Wikipedia "TensorFlow"]], [[http://de.wikipedia.org/wiki/TensorFlow|DE.Wikipedia "TensorFlow"]].
  *[[http://en.wikipedia.org/wiki/PyTorch|EN.Wikipedia "PyTorch"]], [[http://de.wikipedia.org/wiki/PyTorch|DE.Wikipedia "PyTorch"]].
  *[[http://en.wikipedia.org/wiki/Open_Neural_Network_Exchange|EN.Wikipedia "Open Neural Network Exchange"]], [[http://de.wikipedia.org/wiki/ONNX|DE.Wikipedia "ONNX"]].
  *[[http://xgboost.ai/|XGBoost]] ( no "www" ), [[http://www.github.com/dmlc/xgboost|GitHub "dmlc / xgboost"]], [[http://en.wikipedia.org/wiki/XGBoost|EN.Wikipedia "XGBoost"]], [[http://de.wikipedia.org/wiki/XGBoost|DE.Wikipedia "XGBoost"]].
  *[[http://www.github.com/modin-project|GitHub "modin-project"]], [[http://www.intel.com/content/www/us/en/developer/tools/oneapi/distribution-of-modin.html|Intel "Intel Distribution of Modin"]].
  *[[http://en.wikipedia.org/wiki/DeepSpeed|EN.Wikipedia "DeepSpeed"]].
=== Events ===
  *The free hands-on Workshop "Intel AI Developer Hands-On Workshop" by [[http://www.intel.com/|Intel]] as part of the conference and exhibition [[http://www.oop-konferenz.de/|OOP]] in München, 2020-02-05.
  *The free online webinar "Artificial Intelligence on Intel Platforms using Intel oneAPI AI Analytics Toolkit & OpenVINO"
    *[[http://www.sigs-datacom.de/wissen/webinar/wissen-titel/artificial-intelligence-on-intelr-platforms-using-intelr-oneapi-ai-analytics-toolkit-openvino.html|SIGS DATACOM GmbH "Artificial Intelligence on Intel Platforms using Intel oneAPI AI Analytics Toolkit & OpenVINO"]], 2021-06-15.
    *[[http://codematters.online/ai-on-intel-platforms-using-intel-oneapi-ai-analytics-toolkit-openvino/|CodeMatters "AI on Intel Platforms using Intel oneAPI AI Analytics Toolkit & OpenVINO"]] - Agenda !!!
    *[[http://www.intel.com/devcloud/oneapi|Intel DevCloud "OneAPI"]] - Registration & Login.
=== Resources ===
  *[[http://www.differencebetween.net/technology/difference-between-ai-processor-and-normal-processor/|DifferenceBetween "Difference Between AI Processor and Normal Processor"]].
==== NVIDIA ====
=== AI Stack, as of 2023-12 ===
  *NeMo.
    *[[http://www.nvidia.com/en-us/ai-data-science/generative-ai/nemo-framework/|NVIDIA "Generative AI. NVIDIA NeMo. Build, customize, and deploy large language models"]].
    *[[http://developer.nvidia.com/nemo-framework#|NVIDIA Developers "Get Access to NeMo Framework"]] - "You must be a member of the NVIDIA Developer Program and logged in with your organization's email address" :-(.
    *[[http://www.github.com/NVIDIA/NeMo|GitHub "NVIDIA / NeMo"]].
  *[[http://en.wikipedia.org/wiki/Pandas_(software)|EN.Wikipedia "pandas (software)"]], [[http://de.wikipedia.org/wiki/Pandas_(Software)|DE.Wikipedia "pandas (Software)"]].
  *[[http://xgboost.ai/|XGBoost]] ( no "www" ), [[http://www.github.com/dmlc/xgboost|GitHub "dmlc / xgboost"]], [[http://en.wikipedia.org/wiki/XGBoost|EN.Wikipedia "XGBoost"]], [[http://de.wikipedia.org/wiki/XGBoost|DE.Wikipedia "XGBoost"]].
  *[[http://en.wikipedia.org/wiki/NetworkX|EN.Wikipedia "NetworkX"]], [[http://de.wikipedia.org/wiki/NetworkX|DE.Wikipedia "NetworkX"]].
  *[[http://en.wikipedia.org/wiki/TensorFlow|EN.Wikipedia "TensorFlow"]], [[http://de.wikipedia.org/wiki/TensorFlow|DE.Wikipedia "TensorFlow"]].
  *[[http://en.wikipedia.org/wiki/PyTorch|EN.Wikipedia "PyTorch"]], [[http://de.wikipedia.org/wiki/PyTorch|DE.Wikipedia "PyTorch"]].
  *[[http://en.wikipedia.org/wiki/Plotly|EN.Wikipedia "Plotly"]].
    *[[http://www.plotly.com/python/|Plotly "Plotly Open Source Graphing Library for Python"]].
    *[[http://www.github.com/plotly/dash|GitHub " plotly / dash"]].
  *[[http://www.pyviz.org/|Pyviz]].
  *[[http://en.wikipedia.org/wiki/Scikit-learn|EN.Wikipedia "scikit-learn"]], [[http://de.wikipedia.org/wiki/Scikit-learn|DE.Wikipedia "Scikit-learn"]].
==== AI Tools Directory suggested by Raphael ====
=== AI Directory ===
  *[[http://tools.aitraining.institute/|AI Tools Directory]].
== Community ==
  *[[http://www.civitai.com/|Civitai]] - "Stable Diffusion models, embeddings, hypernetworks and more".
== Free Tools ==
  *Freemium [[http://www.askedith.ai/|AskEdith]] - "Analyze your company data by asking questions".
  *Freemium [[http://www.canva.com/apps/text-to-image|Canva "Text to Image"]].
  *Freemium [[http://www.copy.ai/|Copy.ai]] - "Write better marketing copy and content with AI".
  *Freemium [[http://www.descript.com/|Descript]] - "All-in-one video editing, as easy as a doc".
  *Freemium [[http://www.elai.io/|Elai.io]] - "Create AI videos from just text".
  *Freemium [[http://www.fliki.ai/|Fliki]] - "Turn text into videos with AI voices".
  *Freemium [[http://www.getimg.ai/|getimg.ai]] - "Everything you need to create images with AI".
  *Freemium [[http://www.github.com/features/copilot|GitHub "GitHub Copilot"]] - "Your AI pair programmer".
  *Free [[http://huggingface.co/spaces/pharma/CLIP-Interrogator|Hugging Face "CLIP Interrogator"]].
  *Freemium [[http://www.playlistai.app/|PlaylistAI]] - "AI Playlist Maker".
  *Freemium [[http://vidiq.com/aiti/|vidIQ]] - "Designed to boost your YouTube views".
  *Free[[http://marketplace.visualstudio.com/items?itemName=clippy-ai.clippy-ai|Visual Code Marketplace "Clippy AI"]] - "Clippy AI is a simple wrapper around [[http://www.openai.com/blog/openai-codex/|OpenAI Codex]]".
== Commercial Tools ==
=== By E-Mail ===
  -[[http://www.midjourney.com/|Midjourney]] - "Midjourney is an independent research lab exploring new mediums of thought and expanding the imaginative powers of the human species".
    *[[http://mezha.media/en/2022/11/11/midjourney-v4-is-an-incredible-new-version-of-the-ai-image-generator/|Meza "Midjourney v4: an incredible new version of the AI image generator"]], 2022-11-11
    *[[http://www.ckovalev.com/midjourney-ai/weekly/midjourney-version-4-quick-look|Andrei Kovalev's Midjourney AI Guide "A quick look at Midjourney's Version 4 AKA --v 4"]].
    *[[http://www.discord.gg/midjourney|Discord Server "Midjourney"]] - Software download just by the Discord server, not by the website, nor by appstores.
    *[[http://www.youtube.com/watch?v=_WfDlJY1nog|YouTube "Guide to MidJourney AI Art - How to get started FREE!"]] - Enter a newcomer room directory ( e.g. "newcomer rooms 2 / newbies-71" ) and enter "/imagine". You are then promted to enter parameters, e.g. "weser". Don't enter "/imagine weser", this will be interpreted as normal text message.
      *[[http://discord.com/channels/662267976984297473/1056811528424271912|Discord Thread Link "newcomer rooms 2 / newbies-71 / hemmerling"]].
        *[[http://discord.com/channels/662267976984297473/997267848118403092/1056811528424271912|Discord Message Link "newcomer rooms 2 / newbies-71 / hemmerling / weser"]].
          *[[http://cdn.discordapp.com/attachments/997267848118403092/1056811528122277918/hemmerling_weser_0cb6ac70-f9e8-4315-bbc4-f81d31b20106.png|Discord Attachment by Rolf Hemmerling "weser"]] by "/imagine weser".
          *[[http://media.discordapp.net/attachments/1056811528424271912/1056829565743398952/hemmerling_sabana_indian_arabian_girl_from_greatbritain_6671610d-71ea-4d17-9cb2-45fcb3cc14d6.png?width=527&height=527|Discord Attachment by Rolf Hemmerling "sabana indian arabian girl from greatbritain"]].
          *[[http://media.discordapp.net/attachments/1056811528424271912/1056831547174567956/hemmerling_sabana_indian_arabian_girl_from_greatbritain_337a1535-c046-4a39-a3ef-3cda247b10af.png?width=527&height=527|Discord Attachment by Rolf Hemmerling "sabana indian arabian girl from greatbritain" - Upscaling U1]].
          *[[http://media.discordapp.net/attachments/1056811528424271912/1056833249202143254/hemmerling_sabana_indian_arabian_girl_from_greatbritain_e5183696-5217-46dd-83de-b9ff3546f101.png?width=454&height=454|Discord Attachment by Rolf Hemmerling "sabana indian arabian girl from greatbritain" - Variation V1]].
  -[[http://www.jasper.ai/|Jasper - AI Copywriting & Content Generation for Teams]] - "Create amazing blog posts art & images marketing copy sales emails SEO content Facebook ads web content love letters captions video scripts blog posts 10X faster with AI".
  -[[http://www.neuroflash.com/|neuroflash - Dein Nr. 1 KI Text Generator für deutsche Texte]].
=== By AI Webinar ===
  *[[http://www.aitraining.institute/top-ai-tools/|AI Training Institute ( aitraining.institute ) "AI Crashkurs – Top AI Tools"]] - "Lade hier das gratis PDF mit unseren Top AI Tools herunter" => [[http://www.dropbox.com/s/c109p2rszaofdnp/Unsere%20Top%20AI%20Tools.pdf|DropBox "Unsere Top AI Tools.pdf"]] ( PDF ).
    -[[http://www.openai.com/|OpenAI]].
      *"Introducing ChatGPT research release":
        *[[http://chat.openai.com/|OpenAI "ChatGPT"]] - Free online chatbot service.
          *[[http://aitraininginstitute.notion.site/ChatGPT-Prompt-Guide-d6e811bbd4844027bc37c47ec2894326|Notion "AI Training Institute: ChatGPT Prompt Guide"]], powered by [[http://www.notion.so/|Notion]].
          *[[http://en.wikipedia.org/wiki/ChatGPT|EN.Wikipedia "ChatGPT"]], [[http://de.wikipedia.org/wiki/ChatGPT|DE.Wikipedia "ChatGPT"]].
      *[[http://openai.com/dall-e-2/|OpenAI "DALL·E 2"]] - "DALL·E 2 is a new AI system that can create realistic images and art from a description in natural language".
        *[[http://help.openai.com/en/articles/6399305-how-dall-e-credits-work|OpenAI Help "How DALL·E Credits Work"]].
          *"You get 50 free credits your first month. 15 free credits will replenish every month after that, on the same day of the month".
        *Inpaiting.
          *[[http://help.openai.com/en/articles/6516417-dall-e-editor-guide|OpenAI Help "DALL·E Editor Guide"]].
        *Outpainting.
          *[[http://www-openai.com/blog/dall-e-introducing-outpainting/|OpenAI Blog "DALL·E: Introducing Outpainting"]].
        *[[http://www.instagram.com/openaidalle/|Instagram "DALL·E by OpenAI (@openaidalle)"]].
      *[[http://www.openai.com/blog/|OpenAI Blog]].
      *[[http://beta.openai.com/docs/models/gpt-3|OpenAI "Models"]] - Raphael uses"Davinci II", "Davinci III" for text generation by AI, to write his book [[http://www.aibestseller.de/|AI, schreib mir nen Bestseller. Ein Projekt von Raphael Schaad]].
      *[[http://en.wikipedia.org/wiki/OpenAI|EN.Wikipedia "OpenAI"]], [[http://de.wikipedia.org/wiki/OpenAI|DE.Wikipedia "OpenAI"]].
    -[[http://www.looka.com/|Looka - Logo Design & Brand Identity Platform for Entrepreneurs]].
    -[[http://www.beautiful.ai/|beautiful.ai - Presentation software that designs for you]] - Raphael is using it for his webinar presentations. He told us in 2022-12, that there is still "no" or "little" AI in the tool.
    -[[http://www.soundraw.io/|SOUNDRAW - AI Music Generator]] - "Stop searching for the song you need. Create it. Royalty-free music, AI generated for you".
    -[[http://www.play.ht/|Play.ht "AI Voice Generator & Realistic Text to Speech Online"]] - "AI voice generator & realistic text to speech (TTS). AI powered text to voice generator".
    -[[http://www.getimg.ai/|getimg.ai - Everything you need to create images with AI]].
    -[[http://www.synthesia.io/|Synthesia]] - "Create videos from plain text in minutes. Synthesia is the #1 rated AI video creation platform".
    -[[http://www.steve.ai/|Steve AI]] - "The Only AI Tool To Create Animation Videos Using Text".
    -[[http://www.tavus.io/|Tavus]] - "Record one video. Generate thousands", "Meet Tavus, the programmatic personalized video tool made for top-performing product, marketing, and sales teams that want to transform how they build relationships. Record once and discover the power of Tavus as our AI automatically generates personalized videos for audiences large and small".
    -[[http://www.rasa.io/|rasa.io - Get more from your email list]] - "Get More Engagement Renewals Ad Revenue / Members / Sales  / Leads from Your Email List. Keep your customers coming back for more with the content you send them. The world’s only truly personalized email newsletter".
    -[[http://www.deepl.com/|DeepL]].
      *[[http://www.deepl.com/translator|DeepL Translate: The world's most accurate translator]].
=== By AI Art Webinar ===
  -[[http://www.promptbase.com/|PromptBase |Prompt Marketplace - DALL·E, Midjourney, ChatGPT, Stable Diffusion & GPT-3]].
    *[[http://www.youtube.com/watch?v=QORw7FJ5lho|YouTube "Make Money Selling Prompts on PromptBase"]].
  -[[http://www.stability.ai/|Stable Diffusion]].
    *[[http://www.stability.ai/blog/stable-diffusion-public-release|Stable Diffusion "Stable Diffusion Public Release"]].
      *[[http://www.huggingface.com/CompVis/stable-diffusion|HuggingFace "CompVis / stable-diffusion"]].
        *[[http://www.github.com/huggingface/diffusers|GitHub "huggingface/diffusers"]].
        *[[http://www.github.com/CompVis/stable-diffusion|GitHub "CompVis/stable-diffusion"]].
    *[[http://www.discord.gg/stablediffusion|Discord "Stable Diffusion"]].
    *[[http://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/stable_diffusion.ipynb|Google Colab "stable_diffusion.ipynb"]].
    *Local installtion / applicance.
      *[[http://www.medium.com/mlearning-ai/one-click-install-for-stable-diffusion-ui-2-0-run-locally-3c38bfbd30cd|Medium "One Click Install For Stable Diffusion UI 2.0 — Run Locally"]].
        *[[http://www.github.com/cmdr2/stable-diffusion-ui/releases/|GitHub "cmdr2/stable-diffusion-ui/releases"]].
    *Online services:
      *[[http://www.huggingface.co/spaces/stabilityai/stable-diffusion|HuggingFace "Stable Diffusion 2.1 Demo"]].
      *[[http://beta.dreamstudio.ai/|DreamStudio]].
        *[[http://beta.dreamstudio.ai/dream|DreamStudio "DreamStudio Lite"]].
        *How to create replicable images.
          *[[http://www.reddit.com/r/StableDiffusion/comments/y2ks5m/recreating_images_in_dream_studio_with_a_fixed/|Reddit "r/StableDiffusion" Community, Thread "Recreating Images in Dream Studio with a Fixed Prompt"]].
          *Support feedback: "If you decrease the images slider from the default of 4 images to be generated down to 1, the ability to add in a custom seed will become available".
        *Quality of image-to-image processing of people's faces.
          *Support feedback: "At the moment, image-to-image isn't capable of faithfully keeping the structure of faces. Stable Diffusion currently has trouble with representing small faces in larger images as well".
      *[[http://www.stablediffusionweb.com/|Stable Diffusion Online]].
  -[[http://www.bluewillow.ai/|BlueWillow]] - "Join us to Create Amazing AI-Generated Images. From logos, landscapes and characters to digital artwork, just describe the image you want and our AI image generating tool will create the perfect graphic for your project. It’s all FREE".
    *[[http://www.discord.gg/bluewillow|Discord "BlueWillow"]].
    *[[http://bluewillow.gitbook.io/bluewillow-documentation/|GitBook "BlueWillow Documentation"]].
  -[[http://www.prompthero.com/|PromptHero]] - "Search millions of art images by AI models like DALL-E, Stable Diffusion, Midjourney...".
    *<del>[[http://www.prompthero.com/prompt-builder/|PromptHero "Prompt Builder"]]</del>.
    *"You're low on credits! Go Pro to keep generating images" :-(.
    *By using PromptHero, you might learn how to design prompts and especially AddOns, by looking at the prompts of successful images you like :-). Sample search - Search for "dog".
=== By AI in Action Summit ===
  -The commercial tool [[http://www.mind-vrse.de/|Relativity GmbH "Das All-in-One Tool für deutsche Inhalte: Recherche, Brainstorming, Bilderstellung, Textgenerierung und Analyse mit unserer künstlichen Intelligenz"]].
    *[[http://www.scribbr.de/richtig-zitieren/welche-quellen-kann-ich-in-meiner-abschlussarbeit-benutzen/|Scribbr "Welche Quellen kann ich in meiner Abschlussarbeit benutzen?"]].
    *Competitors: [[http://www.jasper.ai/|Jasper]], [[http://www.writesonic.com/|Writesonic]].
  -[[http://www.linkedin.com/in/rogerbasler/|LinkedIn "Roger L. Basler de Roc"]].
    *[[http://www.roger.social/|Roger.Social]], [[http://www.linktr.ee/rogerlroca|LinkTree "Roger Basler deRoca #FragRoger"]].
    *[[http://www.captionLs.ai/|Captions.AI]], [[http://apps.apple.com/de/app/captions-ai/id1501065168|Apple Store "Captions Ai"]] - "The all-in-one AI powered creator studio. Life, Camera, Action".
    *[[http://www.alsoasked.com/|AlsoAsked]].
    *Microphone [[http://www.rode.com/en/microphones/wireless/wirelessgo|RØDE "Wireless GO"]] - "Compact Wireless Microphone System".
    *Tripod [[http://www.dji.com/de/osmo-mobile-3|DJI "Osmo Mobile 3"]].
  -[[http://www.linkedin.com/in/artur-kosch-0659031a0/|LinkedIn "Artur Kosch"]].
    *[[http://www.linkedin.com/posts/artur-kosch-0659031a0_themenrecherche-f%C3%BCr-content-hub-mit-chatgpt-activity-7013410444463742976-WiDq/|Linkedin Post "Artur Kosch"]].
    *[[http://www.discord.com/invite/KKfnRZ7wT8|Discord "ChatGPT Community"]].
    *[[http://media.licdn.com/dms/document/C4E1FAQGIQJ9QwyK_IA/feedshare-document-pdf-analyzed/0/1672127300871|Licn "Content-Hub aufbauen mit ChatGPT"]].
    *[[http://www.bankrate.com/|Bankrate]].
  -[[http://www.contentkong.co/|Content Kong KI]] by [[https://www.linkedin.com/in/torstenjaeger/|LinkedIn "Torsten Jäger"]] - "Per Klick jedes Youtubevideo in einen Artikel verwandeln und zusätzlich mit 'Künstlicher Intelligenz' einzigartige Artikel erstellen lassen".
  -Janet Zentel.
    *[[http://www.instagram.com/janet.zentel.schreibcoach/|Instgram "janet.zentel.schreibcoach"]].
    *[[http://www.bookerfly.de/|Bookerfly]], [[http://go.bookerfly.de/janet/|Bookerfly "Janet"]].
    *[[http://www.tiktok.com/@bookerflyclub/video/7199920256242994437|Tiktok "Wie du in wenigen Minuten die Gliederung für deinen Expertenbuch erstellst"]].
    *[[http://www.neuroflash.com/|NeuoFlash]].
  -[[http://www.hacklinger.biz/|Andreas Hacklinger]], [[http://www.linkedin.com/in/hacklinger/|LinkedIn "Andreas Hacklinger"]] - "Erstelle deinen Online Kurs mit KI".
    *[[http://www.zoho.com/notebook/web-clipper.html|Notebook Web Clipper]] - "Clip text, images, and entire articles from the web. Save it all to your Notebook".
    *[[http://www.wave.video/|Wave.video "Online Video Editor and Multi-Streaming Studio"]].
  -[[http://www.linkedin.com/in/sebastianpodesser/|LinkedIn "Sebastian Podesser"]].
    *Online image generation services based on [[http://www.stability.ai/|Stable Diffusion]]:
      -[[http://www.bluewillow.ai/|BlueWillow]].
      -[[http://playgroundai.com/|Playground AI]] ( no "www." ) - As of 2023-02, 1000 free images/d :-).
      -[[http://www.leonardo.ai/|Leonardo.AI]].
      -[[http://www.craiyon.com/|Craiyon]].
      -[[http://www.picfinder.ai/|PicFinder.AI]].
      -[[http://www.nightcafe.studio/|NightCafe]].
      -[[http://www.pollinations.ai/|Pollinations]].
      -[[http://www.mage.space/|Mage.Space]].
     *Camera shots:
       -Extreme close-Up.
       -Close-Up.
       -Medium Close-Up
       -Medium Shot.
       -Cowboy Shot.
       -Medium Full Shot.
       -Full Shot.
     *Prompt design #4: "photo, eye-level shot, inside a treehouse, wooden furniture, warm inviting atmosphere, minimalistic style, dappled light, muted greens and browns, ultra-detailed, realistic, high resolution".
      -Content type - photo. 
      -Perspective - eye-level shot.
      -Motif description - inside a treehouse, wooden furniture, warm inviting atmosphere.
      -Style - minimalistic style.
      -Light - dappled light.
      -Color - muted greens and browns.
      -AddOns - ultra-detailed, realistic, high resolution.
  -[[http://www.linkedin.com/in/maximilian-schreiner-b6a5171aa/|LinkedIn "Maximilian Schreiner"]].
    *[[http://www.the-decoder.com/|the decoder]].
==== Some other AI Frameworks ====
=== Free Downloads ===
  *[[http://ai.meta.com/llama/|Meta "Llama 2"]].
  *Free "Hacking Face" models for AI engines (?).
=== Amazon Kendra & Amazon Bedrock ===
  *[[http://aws.amazon.com/de/bedrock/|Amazon Bedrock]] - "Der einfachste Weg, generative KI-Anwendungen mit Basismodellen zu erstellen und zu skalieren".
  *[[http://aws.amazon.com/kendra/|Amazon Kendra]].
  *Expert told me on the HMI2024, that these IT tools may be used for enterprise search service, where the information is by the customer ( like with "First Level Support" databases, or product manuals ). I was told, that in opposite, the public service ChatGPT can't use customer-specific databases.
  *See [[iec61131.html|IEC 61131 Process Logic Control Programming PLC - PLC Systems, PLC Hardware, PLC Software]] - "Online Services for IEC Language Development".
==== Amazon Monitron ( Orange Hardware & Software ) ====
  *[[http://aws.amazon.com/pm/monitron/|Amazon Monitron]] - "Enable predictive maintenance for industrial equipment with Machine Learning", "Create free account".
  *[[https://aws.amazon.com/de/monitron/|Amazon Monitron]] - "Reduzieren ungeplanter Anlagenstillstände mit prädiktiver Wartung und Machine Learning".
==== Some other AI Tools ====
=== Smartphone ( Android ) ===
  *<del>[[http://www.iodroid.net/en/midjourney-en|idroid "MidJourney V1.0"]]</del> -"Please note that in the free version, you can generate no more than 25 images". Outdated in 2022-12.
=== Browser ===
  *[[http://www.fakeyou.com/|FakeYou - AI Music, Text to Speech, and Voice to Voice]].
    *[[http://www.fakeyou.com/tts|FakeYou "Deep Fake Text to Speech"]].
=== Desktop PC ( Windows, Linux ) ===
=== Resources ===
  *[[http://play.google.com/store/search?q=midjourney&c=apps|Google Play - Search for "midjourney"]] - 100s of third party AI tools.
  *[[http://play.google.com/store/search?q=ai%20art&c=apps|Google Play - Search for "ai art"]].
  *[[http://play.google.com/store/search?q=ai%20arts&c=apps|Google Play - Search for "ai arts"]].
  *[[http://play.google.com/store/search?q=ai%20art%generator&c=apps|Google Play - Search for "ai art generator"]].
  *App [[http://play.google.com/store/apps/details?id=com.sdevlabs.midjourneytutorial|Google Play "MidJourney Tutorial"]].
===== Some other Projects =====
  *[[http://www.iip-ecosphere.eu/|IIP-Ecosphere - Next Level Ecosphere for Intelligent Industrial Production]].
    *[[http://www.iip-ecosphere.eu/event/|IIP-Ecosphere - Next Level Ecosphere for Intelligent Industrial Production "Veranstaltungen"]].
    *[[http://www.iip-ecosphere.eu/ergebnisse/|IIP-Ecosphere - Next Level Ecosphere for Intelligent Industrial Production "Ergebnisse"]].
      *Sauer, Christian; Eichelberger, Holger; Ahmadian, Amir Shayan; Dewes, Andreas; Jürjens, Jan "Aktuelle Industrie 4.0 Plattformen – Eine Übersicht Whitepaper".
        *[[http://www.iip-ecosphere.eu/wp-content/uploads/2021/02/IIP-2020_001.pdf|IIP-Ecosphere "IIP-Ecosphere Whitepaper. Aktuelle Industrie 4.0 Plattformen –Eine Übersicht"]] ( PDF ).
    *[[http://www.twitter.com/de_iipecosphere|Twitter "iip-ecosphere.de, @de_iipecosphere"]] - "Projekt IIP-Ecosphere im BMWi. Ideenwettbewerb Künstliche Intelligenz".
  *Online event "IIP-Ecosphere Open Core", 2021-06-24, 9:00-12:00 - I was rejected :-(.
    *[[http://www.iip-ecosphere.eu/virtuelle-workshops-am-24-juni-iip-ecosphere-laedt-ki-interessierte-zum-austausch-ein/|IIP-Ecosphere "Virtuelle Workshops am 24. Juni: IIP-Ecosphere lädt KI-Interessierte zum Austausch ein"]].
    *[[http://www.technology-academy.group/project/iip-ecosphere-open-core/|Deutsche Messe Technology Academy "IIP-Ecosphere Open Core. Expertenaustausch intelligente Produktion - Einstiegsworkshops zu den IIP-Ecosphere Communities of Practice"]].
    *I participated in the workshop "WS 2: IIoT-Schnittstellen zur niedrigschwelligen Datenerfassung".
===== Videos =====
  *[[http://www.reddit.com/user/Reasonable-Draft4739/comments/17w97kh/greta_thunberg_is_so_angry_about_vibrators/|reddit "Greta Thunberg is 'so angry' about vibrators"]] :-).
  *[[http://www.youtube.com/channel/UCy4TnGdd49j0Sm-lBXKV9kg|YouTube "HAISEM Lab"]].
  *Applications with ChatGPT:
    *[[http://www.youtube.com/watch?v=OEg6XuXVsdM|YouTube "KSP: Conquering Jool using Artificial Intelligence!"]].
    *[[http://www.youtube.com/watch?v=ghBeWh3Z0N0|YouTube "I used an AI to build a tank in Sprocket"]].
      *[[http://store.steampowered.com/app/1674170/Sprocket/|Steam "Sprocket"]] - "Early Access Game". 
===== AI Hardware =====
  *[[http://www.rabbit.tech/|rabbit inc]].
    *[[http://www.rabbit.tech/rabbit-r1|rabbit inc "rabbit 1"]].
    *[[http://www.heise.de/news/Rabbit-R1-ist-eine-KI-First-Hardware-die-gelernt-hat-Apps-zu-nutzen-9593215.html|heise "Rabbit R1 ist eine KI-First-Hardware, die gelernt hat, Apps zu nutzen"]], 2024-01.
===== Resources =====
  *ANN.
    *[[http://en.wikipedia.org/wiki/Artificial_neural_network|EN.Wikipedia "Artificial neural network"]] ( ANN ), [[http://de.wikipedia.org/wiki/K%C3%BCnstliches_neuronales_Netz|DE.Wikipedia "Künstliches neuronales Netz"]] ( KNN ).
    *[[http://pro.erfolgs-anleger.de/p/190418RTGSO/PRTGV605/|ErfolgsAnleger "Reichtum durch [ANN] – die 'Wunderdroge' für die Wirtschaft des 21. Jahrhunderts"]]
  *[[http://www.datasciencecentral.com/github-material/|DataScienceCentral "Jupyter Notebooks: Fundamentals of Machine Learning and Deep Learning]]".
  *[[http://www.google.com/search?q=ai+tool+list|Google - Search for "ai tool list"]].
  *[[http://www.katulu.io/|Katulu GmbH]] - "Responsible AI", "Federated Machine Learning".
  *[[http://www.linkedin.com/feed/update/urn:li:activity:7021313572802564096/|LinkedIn, Beatoven.ai & Agency Upp "16 AI tools you NEED to know about"]] - "Everybody's talking about ChatGPT. Here are 16 other tools you NEED to know about". Scrollable list of tools.
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