[{"data":1,"prerenderedAt":119},["ShallowReactive",2],{"events-page-content":3,"events-post-understanding-machine-learning-models":30,"events-author-understanding-machine-learning-models":6},{"id":4,"title":5,"author":6,"blogTags":6,"body":7,"customExcerpt":6,"date":6,"description":11,"excerpt":6,"extension":14,"h1":15,"image":6,"meta":16,"navigation":17,"path":18,"readingStats":19,"seo":24,"stem":28,"__hash__":29},"eventBlogPage\u002Fevents-page.md","Events Page",null,{"type":8,"value":9,"toc":10},"minimark",[],{"title":11,"searchDepth":12,"depth":12,"links":13},"",2,[],"md","Join our upcoming events, webinars and talks on digital transformation and emerging technologies.",{},true,"\u002Fevents-page",{"text":20,"minutes":21,"time":22,"words":23},"1 min read",0.295,17700,59,{"title":25,"description":26,"keywords":27},"Digital Transformation Resources | Audacia","A collection of eBooks, downloads and whitepaper resources to help you navigate your digital transformation journey, prepared by software development company Audacia.","Digital transformation resources, technology resources, digital transformation guides, software guides, technology guides","events-page","3AkjN_IYG7WDeIGbsSpysysD8q10teNj9iKzHBk-ppc",{"id":31,"title":32,"author":11,"blogTags":33,"body":35,"customExcerpt":103,"date":104,"description":43,"excerpt":6,"extension":14,"h1":6,"image":105,"meta":106,"navigation":17,"path":107,"readingStats":108,"seo":113,"stem":117,"__hash__":118},"events\u002Fevents\u002Funderstanding-machine-learning-models.md","Navigating the Unpredictable: Understanding Machine Learning Models 🤖",[34],"AI",{"type":8,"value":36,"toc":98},[37,44,50,56,62,65,68,71,74,79,82,85,89],[38,39,40],"p",{},[41,42,43],"strong",{},"This event is part of Leeds Digital Festival 2024.",[38,45,46,49],{},[41,47,48],{},"Date:"," Tuesday 24th September",[38,51,52,55],{},[41,53,54],{},"Time:"," 12:00 - 12:45",[38,57,58,61],{},[41,59,60],{},"Location:"," Online",[38,63,64],{},"Understanding the nuances behind model predictions is crucial, especially when headlines about Air Canada’s Customer Service AI Chatbot hallucinating a refund policy stand as a burning reminder of the cost when AI goes wrong. ",[38,66,67],{},"In the fast-evolving landscape of machine learning, various metrics guide our development; like Z-indexes and confidence scores. Although testing doesn't share the same north star in metrics, QA plays a crucial role in offsetting the inherent unpredictability of models from a \"look and feel\" point of view.",[38,69,70],{},"We’ll explore why models can’t be bug-free, how to tackle classification overfitting, and the delicate balance of training for diverse user objectives. ",[38,72,73],{},"Whatever your involvement in AI - from interested end user, to data scientist or software developer, this talk promises insights that will leave you with a deeper understanding of the inner workings of machine learning and NLP models. ",[75,76,78],"h3",{"id":77},"speaker","Speaker:",[38,80,81],{},"Rachel Flynn",[38,83,84],{},"Senior Software Engineer",[75,86,88],{"id":87},"couldnt-make-it-want-to-watch-again","Couldn't make it? Want to watch again?",[38,90,91,92,97],{},"Please email ",[93,94,96],"a",{"href":95},"mailto:talks@audacia.co.uk","talks@audacia.co.uk"," to request the recording and we'll send it over.",{"title":11,"searchDepth":12,"depth":12,"links":99},[100,102],{"id":77,"depth":101,"text":78},3,{"id":87,"depth":101,"text":88},"Understanding the nuances behind model predictions is crucial, especially when headlines about Air Canada’s Customer Service AI Chatbot hallucinating a refund policy stand as a burning reminder of the cost when AI goes wrong.\n","2024-09-24T17:31:43.399Z","\u002Fimg\u002Fevents-blog\u002Fldf_understandingmlmodels.png",{},"\u002Fevents\u002Funderstanding-machine-learning-models",{"text":109,"minutes":110,"time":111,"words":112},"2 min read",1.485,89100,297,{"title":114,"description":115,"keywords":116},"Understanding Machine Learning Models | LDF24 ","Senior Software Engineer, Rachel Flynn, will explore why ML models can’t be bug-free, how to tackle classification overfitting, and the delicate balance of training for diverse user objectives. ","machine learning models, understanding machine learning models, AI and machine learning, training ML models ","events\u002Funderstanding-machine-learning-models","vuOqki9nSzT_ho7GbROStPGLE9oqiavkrd_v_FZFTuc",1778145944156]