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: And that was all about mass production, assembly line, electricity, power grid, road network, rail network, aero planes flying all over the place. And that lasted about 60 to 65 years, depending how you calculate that time frame. And then in early 90s, we get into the computer automation in mid 90s, we saw the birth of Internet and we got like connected devices. People start talking, communicating and then that lasted about like 30 plus years now. Where we are today in 2024, we are looking at Cyber physical system AI technology, neural network and other new technologies. So, the important lesson here is 2 form, one time it takes for this revolution is shrinking, and the innovation growth that is happening in each in this revolution is much higher than before. That means it is very important for us to understand and learn these new technologies and new things as they come along for us. And also, we are the 1st generation who will experience multiple industrial revolutions in our lifetime. What I mean by that somebody you know like our parents, right? Most of our parents born maybe 40s or 50s, you know, and they spend their whole career in one industrial revolution right. They stayed there, they did some little bit of a change, and it was ok for the adoption. But we’re the 1st generation that will see multiple industrial revolution, meaning this fourth industrial revolution will be much shorter and innovation growth here will be much faster than we can catch up.>","courseCode":"AgPMFO","coursePrerequisites":"None.","educationalCredentialAwarded":"AgilePM Foundation certificate","audience":{"@type":"Audience","name":" Request a quoteTo overcome these challenges, teams should employ several strategies. For : With all things happening in generative AI, it’s impossible for anybody to catch up with all the things that have happened up there. So, what is important here is from these patterns is to have the important skill set and I would like to talk about two skill sets that are very important. These are not technological skill sets: this is a pure human skill set. Number one is our ability to unlearn. We need to unlearn the old ways of doing things, and we need to unlearn our old habits and old patterns. Then we need to supplement this with our ability to relearn, right? So, we need to relearn the new way, we need to adapt to the new ways of doing things. And we need to build our new habits so that we can have this continuous improvement throughout our life. So, this is very important, right? So, we need to unlearn how we do things and we need to relearn the new way and we need to be OK with not knowing everything that is happening in the technology. Or the business because it’s just really not possible to catch up with all the new innovation and the growth that is happening at the speed of the light.>Introduction to CATWOE analysis , include team members from different departments in the brainstorming process. This ensures a broad range of perspectives and reduces the likelihood of missing critical causes. To address >"},"aggregateRating":{"@type":"AggregateRating","ratingValue":"4.8","reviewCount":"227"},"offers":{"@type":"Offer","url":"https://www.knowledgetrain.co.uk/agile/agile-project-management/agile-project-management-course/agile-pm-foundation","price":"799","priceCurrency":"GBP","availability":"http://schema.org/InStock","category":"Paid","validFrom":"2026-05-27"},"hasCourseInstance":{"@type":"CourseInstance","name":"AgilePM Foundation self-paced online","description":"AgilePM Foundation self-paced online","url":"https://www.knowledgetrain.co.uk/agile/agile-project-management/agile-project-management-course/agile-pm-foundation","image":"https://www.knowledgetrain.co.uk/training-courses/res/logos/apmg-agilepm-accredited-training-organisation-logo.svg","courseMode":"Online","courseWorkload":"PT20H"}}: So, with that, I’m going to move into the definition of AI. I believe everybody has seen some definition of AI. Everybody has a good understanding of what AI is, right? But for me it is simple which is, It’s the ability for the computers to perform tasks that normally requiring human intelligence or to imitate intelligent human behaviour such as problem solving, learning, reasoning, having the logical discussion right, visual perception, looking at the pictures a dog or a cat. Recognising voice, is this a male voice or a female voice, is this like a European accent, Australian accent or an American accent, right? So having that recognition and different languages and then we can put like a large amount of data. And patterns into this AI engine that can analyse this and give us the more intelligent results that we are looking at. So, with that, I will talk about the AI categories at the very high level. So, the first one is generative AI that can generate the content. It can generate images, it can generate videos, it can generate voice, any content that we are trying to play with generative AI is an example of generative AI. For the generative AI can also build the context that means it can infer from the information what is not being said and kind of fill those gaps. And when it does, sometimes it does it correctly, other times it does it incorrectly and it causes the hallucination.CATWOE , establish clear definitions for each category before starting the analysis. This clarity helps in appropriately categorising causes and minimises redundancy. Additionally, regular reviews of the diagram during the analysis process can help identify and rectify any overlaps or omissions, enhancing the diagram’s overall effectiveness. {"@context":"https://schema.org/","@type":"Product","sku":"AgPMFO","productID":"AgPMFO","image":"https://www.knowledgetrain.co.uk/training-courses/res/logos/apmg-agilepm-accredited-training-organisation-logo.svg","url":"https://www.knowledgetrain.co.uk/agile/agile-project-management/agile-project-management-course/agile-pm-foundation","name":"AgilePM Foundation self-paced online","description":"Complete online at your own pace (Self-paced)","brand":{"@type":"Brand","name":"Knowledge Train"},"keywords":["AgilePM Foundation online course","AgilePM Foundation self-paced online training"],"logo":"https://www.knowledgetrain.co.uk/training-courses/res/logos/apmg-agilepm-accredited-training-organisation-logo.svg","offers":{"@type":"Offer","url":"https://www.knowledgetrain.co.uk/agile/agile-project-management/agile-project-management-course/agile-pm-foundation","price":"799","priceCurrency":"GBP","availability":"http://schema.org/InStock","category":"Paid","validFrom":"2026-05-27","priceValidUntil":"2027-05-27","hasMerchantReturnPolicy":{"@type":"MerchantReturnPolicy","applicableCountry":["GB","US","NZ","EU","CA","ZA"],"returnPolicyCategory":"https://schema.org/MerchantReturnFiniteReturnWindow","merchantReturnDays":7,"returnMethod":"https://schema.org/ReturnInStore","returnFees":"https://schema.org/FreeReturn"},"shippingDetails":{"@type":"OfferShippingDetails","shippingRate":{"@type":"MonetaryAmount","value":0,"currency":"GBP"},"shippingDestination":{"@type":"DefinedRegion","addressCountry":["GB","US","NZ","EU","CA","ZA"]},"deliveryTime":{"@type":"ShippingDeliveryTime","handlingTime":{"@type":"QuantitativeValue","minValue":0,"maxValue":1,"unitCode":"DAY"},"transitTime":{"@type":"QuantitativeValue","minValue":0,"maxValue":1,"unitCode":"DAY"}}}},"aggregateRating":{"@type":"AggregateRating","ratingValue":"4.8","reviewCount":"227"}}: The next one is the specialised AI, which is like a narrow AI that can do something very, very specific. So, the example I typically give is in healthcare, radiologists have been using AI to look at the images and see if there’s a cancer or if what type of problems are right. So, this is like image recognition kind of a problem. And what we could do is we could look at the image and say yes, this patient has 80% chance of cancer. This person patient does not right so and vice versa and then we have hybrid AI that can combine the both. So, what happens when we combine the both so, the same example of medical diagnosis. Now the doctors can say OK, this patient has cancer cells, if I treat this patient with this medication or this therapy, what would be the outcome? How the cancer will shrink, how it will impact the patient body because you know, cancer medications affect the human body very dangerously, right? So, we need to keep a balance up there and that’s an example of a hybrid AI where you can use specialised AI for the layer of generative AI images, pictures. And other details and see what the scenario or the simulation may look like.Customers How do fishbone diagrams differ from other problem-solving tools?View preferences 00:09:09 Mashhood Ahmed, [email protected]Fishbone diagrams make it easier to see all possible causes of a problem by sorting them into clear categories. This visual organisation helps teams spot patterns and connections.
Microsoft Visio offers professional templates, while Lucidchart and Canva provide user-friendly online options with drag-and-drop features.
How often should a fishbone diagram be revisited?
Review your diagram monthly, when new problems arise, or when you make major changes to your process or team.
Are there any limitations to using fishbone diagrams?United KingdomFishbone diagrams work well for identifying causes but may not show how strongly each cause affects the problem. They also rely on your team’s knowledge to be effective. Infographic Subscribe to our exclusive offers and promotions Subscribe now Search United KingdomAustriaBelgium
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