![]() The right-most block is the second most important block after the Value Proposition. Key Stakeholders can be internal departments like legal, UX, management or even external stakeholders like contractors, owners, political or non-profit groups. Listing the Key Stakeholders will give you an overview of important decision makers. Where does it fit into the backend? How will the customer engage with your model? Will you use a microservice, monolith, or predict on-the-fly during streaming? Answering these questions will make it clear how the project will be brought into production. Explain where and how the project will be used. They always have to be integrated into an existing architecture. The right part of the AI Project Canvas covers the integration of your project into the current infrastructure, for stakeholders and the customer.ĪI products rarely live in an isolated world, hardly ever in a Jupyter Notebook. that accuracy has to exceed 95% (key metric) while taking no longer than 1s inference time (sufficing metric).Īfter explaining the Ingredients part of your AI project, let’s talk about how you will bring your AI project to the Customer next. The output metric could be supplemented with a sufficing metric, e.g. Output metrics could be accuracy, f1-score, precision or recall, minutes spent using the service, etc. This helps you choose a good model in the first place and then to compare the performance of different models based on this metric. Andrew Ng recommends in his book Machine Learning Yearning chapter 8 to define a single-number evaluation metric before starting the project. The Output block shows the single key metric you’re evaluating on. Is it a computer vision or natural language understanding task? Do you need Data Engineers to help you write efficient software? Maybe even a Product Manager and a UX Designer to gather customer requirements and to design a workflow? In the Skills block, you will define the expertise you need. How much data do you need? Do you have already a prepared dataset or do you need to source it? Does it have to be labeled? What data format are you expecting? The better you can explain what data you need to create the value proposition, the better for your AI project. The Northern Saints Trails Visitor Guide is a 55-page full colour guide that includes route descriptions and maps of the six Northern Saints Trails.ĭetails of how to purchase the Northern Saints Passport and the Northern Saints Trails Visitor Guide can be found on the websiteįor full route descriptions download the documents below.The Ingredients part consist of the Data, Skills, and Output blocks.ĭata is the main element that every AI project relies on. View the current participating venues, with new locations added regularly. The Northern Saints Passport allows visitors to collect stamps at attractions and places to eat and drink along the six Northern Saints routes. Look out for venues that showcase the passport icon on the Northern Saints Trails website. ![]() If its final climb, Mountjoy, is anything to go by, it will leave hikers feeling very happy indeed. Nor does the path stay stuck in the past: just tarry in revitalised Bishop Auckland to see how history has been honed into some fascinating new attractions.Īs it twists through gentle farmland, woodland, parkland and riverside, and via some sensational country cafés, pubs, hotels and spas, The Way of Life is a walk that soothes more than it tires. This is alongside some jaw-dropping monuments to the people that once made their living hereabouts: one of the biggest Roman fortifications in Northern Britain, Binchester Roman Fort, and the locomotive legacy of the world’s first passenger carrying, steam operated, public railway, built by George Stephenson, at Etherley Incline. ![]() Then there are the tales of two different miracles attributed to St Cuthbert to unravel as you forge north towards Durham Cathedral. There is the ancient residence of the Prince Bishops of Durham, Auckland Castle, only recently restored to its full glory. There is the captivating but understated Escomb Saxon Church, perhaps England’s oldest still-complete Saxon church. Holy places lie scattered all along this trail. The Way of Life commences in the most rejuvenative manner possible at one of Durham’s loveliest villages, the spa village of Gainford: a vital early Christian settlement raised around St Mary’s Church and Well, alongside waters thought to have had healing properties since pagan times. The Way of Life is one wondrous route: healing waters, one of England’s oldest churches and a palatial castle where Prince Bishops once resided, plus places where St Cuthbert made miracles occur. ![]()
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