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5 recommended free AI-Ethics online courses to get started right away
Murat Durmus
July 08, 2021
AI ethics is becoming more and more important. Discussions about AI Ethics are still mostly conducted in academic circles. But one can already see that many companies are seriously dealing with it.
A Great Collection of 10 free ‘Springer’ Books on the Topics of AI, Ethics, Machine Learning, Robotics, Cybersecurity, Philosophy, Science & Innovation
Murat Durmus
June 28, 2021
A Great Collection of 10 free ‘Springer’ Books on the Topics of AI, Ethics, Machine Learning, Robotics, Cybersecurity, Philosophy, Science & Innovation
The Criminal Potential of Artificial Intelligence
Murat Durmus
April 28, 2021
AI can be implicated in crime in several ways. Most obviously, AI could be used as a tool for crime, using its capabilities to facilitate actions against real-world targets: predicting the behavior of people or institutions to discover and exploit vulnerabilities; generating fake content for extortion or to damage reputations; performing acts that human perpetrators cannot or will not perform themselves for reasons of danger, physical size, speed of response, etc.
Do Companies need a Chief AI-Ethics Officer?
Murat Durmus
April 04, 2021
The world we live in is becoming more and more data-driven. This is causing companies to make more and more use of AI techniques such as machine learning and deep learning. It seems to be the only “efficient” way to get control over the data and generate value for the company relatively quickly. Of course, future competitiveness also plays a significant role.
A Collection of Papers & Articles on "AI for Human Well-Being"
Murat Durmus
November 09, 2020
Numerous AI initiatives are underway in the health sector. Some of these are aimed at promoting mental health and well-being. In the following, I would like to present some promising approaches/articles from this area.
Data Ethics: 7 Points to Consider
Murat Durmus
November 08, 2020
Data Ethics refers to the systematization, defense, and recommendation of concepts of right and wrong behavior in relation to data, especially personal data. Below are 7 points to consider.
A Leader without Vision is like a candle without a wick.
Murat Durmus
October 25, 2020
The vision of a company decides between peak performance and average. It does not matter if it is a pure business enterprise, a sports company, or a personal challenge. Entrepreneurs and leaders need to have a clear vision of the future.
A collection of recommendable papers and articles on AI-Governance
Murat Durmus
October 19, 2020
The development and use of artificial intelligence (AI) technologies can bring about many benefits – from transforming businesses and improving labour productivity to enhancing quality of life. However, there is an increasing concern regarding the risk of harm associated with the use of AI technologies if they are not deployed in a responsible manner, and the data within these models is not managed properly.
We are not all in the same boat, but we all live in the same Data Ocean.
Murat Durmus
October 16, 2020
According to the motto, a picture says more than a thousand words: "We are not all in the same boat, but we all live in the same Data Ocean." ~ Murat Durmus
A collection of recommendable papers and articles on Explainable AI (XAI)
Murat Durmus
October 15, 2020
Explainable AI (XAI) refers to methods and techniques in the application of artificial intelligence technology (AI) such that the results of the solution can be understood by humans. It contrasts with the concept of the "black box" in machine learning where even their designers cannot explain why the AI arrived at a specific decision. XAI may be an implementation of the social right to explanation. XAI is relevant even if there is no legal rights or regulatory requirements—for example, XAI can improve the user experience of a product or service by helping end users trust that the AI is making good decisions.
Tags: Digital Transformation, Sustainability, Agile
An overview of some available Fairness Frameworks & Packages
Murat Durmus
October 07, 2020
Content
1. The LinkedIn Fairness Toolkit (LiFT)
2. Fairlearn: Fairness in machine learning mitigation algorithms
3. AI Fairness 360
4. Algofairness
5. FairSight: Visual Analytics for Fairness in Decision Making
6. GD-IQ: Spellcheck for Bias (code not available)
7. Aequitas: Bias and Fairness Audit Toolkit
8. CERTIFAI: A Common Framework to Provide Explanations and Analyse the Fairness and Robustness of Black-box Models
9. ML-fairness-gym: Google's implementation based on OpenAI's Gym
10. scikit-fairness
11. Mitigating Gender Bias In Captioning System
Tags: AI, Digital Transformation, Business Strategy
6 Pillars of a Successful AI Strategy
DZone
May 19, 2020
Machine learning and artificial intelligence, in general, have been on everyone’s lips for some time now. While the topic of AI is in the foreground in the media, most people (especially the management) still don’t know how machine learning is best applied.
Do Companies need a Chief AI-Ethics Officer?
Murat Durmus
February 22, 2020
Discussions about AI Ethics are still mostly conducted in academic circles. But one can already see that many companies are seriously dealing with it. One thing that seems clear to me: Graduates of philosophy and ethics will be in high demand in the future to investigate AI-related processes through a human lens.
4 SIGNS YOUR COMPANY SHOULD INVEST IN A DATA LAKE
Murat Durmus
February 21, 2020
Businesses should embrace the opportunities of big data analytics, and machine learning, in particular, to add value from their data. Those companies that do not even plan to do so will no longer be able to maintain their market position in the age of digitization.
Why you shouldn't always Googling
Murat Durmus
January 29, 2020
The other day I wanted to look up the term "synchronicity" in the encyclopedia. I went to my bookshelf, took out the corresponding volume, and started to leaf through it. Two hours later, I finally arrived at the term on page 340, and by then I had read 100 more entries (which I would never have thought of myself) with the utmost interest and pleasure.
Inside the Black Box: 5 Methods for Explainable-AI (XAI)
Murat Durmus
January 19, 2020
Explainable artificial intelligence (XAI) is the attempt to make the finding of results of non-linearly programmed systems transparent to avoid so-called black-box processes. The main task of XAI is to make non-linear programmed systems transparent. It offers practical methods to explain AI models, which, for example, correspond to the regulation of the General Data Protection Regulation (GDPR).
Human Resource Management in the Age of AI
Murat Durmus
January 09, 2020
You don't have to be a prophet to foresee that artificial intelligence will also play an essential role in the field of human resource management. It will have a decisive impact on the way we connect people in the future.
A Perfect Marriage: The Fusion of 5G, IOT, and AI
Murat Durmus
December 31, 2019
The amount of data is increasing rapidly. More and more devices can produce and transmit data. We live in a world that threatens to drown in the flood of data. The merger of 5G, IoT, and AI could help us and be of great importance when it comes to profiting from the rapid increase in available data.
Employment and Skills in the Age of AI
Murat Durmus
December 27, 2019
There is no doubt that we are currently in the transition phase into the Age of AI. The dynamics of the whole thing are getting faster every day. We must not fall into the belief of thinking: This will all take some time, and we have enough time to think about the influences of AI on us humans and society. Nowadays, nobody can estimate the developments in the field of AI accurately. The best way to see this is that even the Experts have very different opinions.
6 Pillars of a Successful AI-Strategy
Murat Durmus
December 17, 2019
Machine learning and artificial intelligence, in general, have been on everyone’s lips for some time now. While the topic of AI is in the foreground in the media, most people (especially the management) still don’t know how machine learning is best applied.
2020 – Das Jahr, in der künstliche Intelligenz erwachsen werden muss.
Import from wordpress feed
November 26, 2019
Künstliche Intelligenz ist keine revolutionierende Technologie, sie ist vielmehr eine transformierende. Man muss zugeben, dass der Ruf von künstlicher Intelligenz als „Allheilmittel“ ihr weit vorauseilt. Forschungsarbeiten, Demonstrationen und Veröffentlichungen in diesem Bereich verstärken
Useful Slides on AI Ethics
Import from wordpress feed
October 21, 2019
Some basic information on AI Ethics & Algorithmic Bias: The ethics of artificial intelligence is part of the ethics of technology specific to robots and other artificially intelligent beings. It is typically[citation needed] divided into robo-ethics, a concern with the […]
THE AI THOUGHT BOOK: Inspirational Thoughts & Quotes on Artificial Intelligence
Murat Durmus
March 23, 2021
A somewhat different book about AI - GET INSPIRED!
"Quotations are drops of thoughts that sometimes reach deep into our soul and give us insights that a hundred books cannot." ~ Murat Durmus
Contents:
◆ Preface
◆ Artificial Intelligence
◆ AI-Ethics
◆ Explainable AI (XAI)
◆ Philosophy
◆ Data & Business
◆ Education & Future of Work
◆ Society & Humanity
◆ Mixed
◆ Three essays for the fundamental understanding of AI
◆ Epilog
◆ Appendix 1: Glossary
◆ Appendix 2: A brief History of Artificial Intelligence
◆ Appendix 3: The criminal Potential of AI
◆ Appendix 4: Some significant achievements in the field of AI since 2010
About the Author
Murat Durmus is CEO and founder of AISOMA. A Frankfurt am Main (Germany) based company specialized in AI-based technology development and consulting. Besides being an entrepreneur, he devotes most of his time to philosophy and AI’s impacts on society.
AI consulting in the areas of artificial intelligence and big data analytics. AISOMA AG is a multidisciplinary team of experienced data scientists, data visualization experts, and software developers. These combined skill sets and competencies allow them to not only build predictive and prescriptive models but also to engineer software in a tailor-made big data infrastructure that efficiently processes data, applies algorithms and exposes data-driven insights. Irrespective of an organization's current big data maturity level, they help their clients to translate their goals in the design, implementation, and utilization of innovative AI-based solutions.
Roboter-Beleidigungen verletzen Menschen
PCtipp.ch
November 22, 2019
«Je komplexer die Künstliche Intelligenz und je ausgeklügelter ihr Wortschatz ist, desto stärkere Emotionen kann sie beim Menschen auslösen. Sie muss allerdings auch entsprechend darauf programmiert beziehungsweise trainiert werden. Bei der richtigen Satzformulierung ist es nicht von grösserer Bedeutung, ob ein Mensch weiss, dass er mit einer Maschine spricht oder nicht. Die Künstliche Intelligenz aktiviert hier einfach die richtigen Synapsen im Gehirn des Menschen, er ist letztendlich einem Automaten dabei nicht ganz unähnlich», erläutert Murat Durmus, CEO des KI-Beratungsunternehmens AISOMA, im Gespräch mit pressetext.
Anbieterabhängigkeit nicht unterschätzen
IT-Director / Murat Durmus
November 20, 2019
KI-Experte Murat Durmus, CEO von AISoma, lobt im Interview die zahlreichen Vorteile von KI als Managed Service, warnt aber auch davor, sich dabei zu abhängig vom Anbieter zu machen.
„Anything as a Service“ steht für den Trend, immer mehr Services aus der Cloud zu betreiben. Zu den innovativsten dieser Dienste zählt AI as a Service (AIaaS), also das Outsourcen von Künstlicher Intelligenz in die Cloud.
[ENTREVUE] Mythes et craintes de l’IA selon Murat Durmus
Patricia Gautrin
June 08, 2021
Nous avons interrogé l’ingénieur et entrepreneur allemand, Murat Durmus, sur les mythes et craintes qui circulent autour de l’IA. Il est l’auteur du livre The AI Thought Book et s’intéresse à l’éthique de l’IA ainsi qu’aux stratégie de gouvernance des données.
4. EMINT Herbsttagung: Startups, Verbundprojekt und Co.
VDMA EMINT
October 11, 2018
Am 11. September fand wieder das traditionelle Netzwerkevent, die Herbsttagung des EMINT Fachverbandes statt. Dieses Mal war der Gastgeber das Fraunhofer-Institut für Zuverlässigkeit und Mikrointegration (IZM). Wie immer stand der Austausch zwischen der Wirtschaft und der Wissenschaft im Fokus. Begleitet wurde die Veranstaltung vom 3. Startup-Event des Fachverbandes EMINT.
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The Criminal Potential of Artificial Intelligence
Do Companies need a Chief AI-Ethics Officer?
A Collection of Papers & Articles on "AI for Human Well-Being"
Data Ethics: 7 Points to Consider
A Leader without Vision is like a candle without a wick.
Deep Learning is inefficient!
Artificial Intelligence is highly interdisciplinary.
A collection of recommendable papers and articles on AI-Governance
We are not all in the same boat, but we all live in the same Data Ocean.
A collection of recommendable papers and articles on Explainable AI (XAI)
An overview of some available Fairness Frameworks & Packages
6 Pillars of a Successful AI Strategy
The Fusion of 5G, IoT, and AI
Do Companies need a Chief AI-Ethics Officer?
4 SIGNS YOUR COMPANY SHOULD INVEST IN A DATA LAKE
Human Resource Management in the Age of AI
A Perfect Marriage: The Fusion of 5G, IOT, and AI
6 Pillars of a Successful AI-Strategy
THOUGHT-PROVOKING QUOTES & CONTEMPLATIONS FROM FAMOUS PHYSICISTS
THE AI THOUGHT BOOK: Inspirational Thoughts & Quotes on Artificial Intelligence
CEO
Anbieterabhängigkeit nicht unterschätzen
[ENTREVUE] Mythes et craintes de l’IA selon Murat Durmus
The Ravit Show - Duscussionn about my new book 'The AI Thought Book', Future of AI, and AI Regulation
