- Embedding AutoML Into Larger Development Projects
One of the key advantages of AutoML is the ability to quickly build accurate predictive models for "microdecisions" that an enterprise has. Most organizations use machine learning today primarily for their most important decisions. With AutoML even small events can be predicted based on recently gathered data, without the typical multiweek data science project. Building AutoML training into your applications, not just executing predictions but building and training models based on dynamically assembled data can make machine learning a pervasive way to do business. All AutoML tools have web service interfaces that make this easy to do. At this meetup, we will show how to assemble a training dataset CSV dynamically from disparate sources, execute experiments, promote a winning pipeline and produce predictions from the promoted pipeline using new data. This procedure will work with all major open source AutoML products: Auger.AI, H20, TPOT, and AutoSKLearn. We'll provide some small bites and pizza, plus water and soft drinks. A no-host bar is available for beer and wine. Schedule: 6:30-7pm - Sign-in, eat/drink & get to know each other 7-7:50pm - Presentation
- “Auto-What?” — A Taxonomy of Automated Machine Learning
Automated machine learning is a rapidly developing segment of artificial intelligence - it’s time to define what an AutoML product is so end-users can compare product capabilities intelligently. Join us for what we hope will be a lively discussion, and time permitting, we'll do a short demo of a new AutoML product called Auger. Space is limited to 30, so sign up early! We'll provide some small bites and pizza, plus water and soft drinks. A no-host bar is available for beer and wine. Schedule: 6:30-7pm - Sign-in, eat/drink/be merry & get to know each other 7-7:50pm - Presentation and discussion on what makes an AutoML product 7:50-8pm - Auger AutoML product demo Location & Parking info: https://www.enotecalastoria.com/sanjose-hours/ *There is no event scheduled at the SAP Center on this evening.