Managing Successful Machine Learning Projects Machine learning projects are a different beast. You have to secure access to the required data, often from multiple siloed sources. You have to switch back and forth between research mode and execution mode. You have to delicately guide data exploration towards a well-defined machine learning objective. You have to align this machine learning objective with your business objectives. You have to ensure that any sensitive data is adequately protected. How do you tame this beast and lead your project to successful completion? In this presentation, Dr. Neeraj Kashyap will share some practical tips for succeeding at machine learning, gained from his years at Google and in healthcare. We will discuss the life cycles of healthy machine learning projects and unhealthy ones so that you can identify impending disasters and avert them before they get out of hand. Throughout the session, we will emphasize data privacy, because no amount of intelligence is worth compromising your users for.
Anaphylaxis and Autoinjectors Anaphylaxis is an extreme and potentially life-threatening allergic reaction, which results in rapid chemical changes in the body. In the UK it is estimated that almost 20% of the population is affected by at least one allergic disorder. Anaphylaxis is characterised by quickly developing life-threatening airway, breathing and/or circulation problems. The swelling and tightening of the airway cause breathing difficulties and/or a sudden fall in blood pressure, which can lead to dizziness and fainting. Autoinjectors offer fast-acting relief to somebody suffering an anaphylactic reaction. The successful administration of a device can prevent serious consequences and provide enough time for emergency services to attend and treat the sufferer. Highfield’s Anaphylaxis and Autoinjector Short Course is designed to help you understand the risks of a severe allergic reaction and how to administer emergency treatment. The course outlines how anaphylaxis can be caused by a broad range of ‘triggers’, such as insect stings, foods, for example nuts and shellfish, latex and medicines, such as penicillin. Learners will also learn how to recognise the symptoms, identify how to administer first aid to a casualty who is suffering from anaphylaxis and has the potential to save a life.