Jul 12th, 2022
[Sign Up Today to Save your Spot](https://nycdatascience.zoom.us/webinar/register/WN_YSjV6ZU0TDqdonH29NNVPQ) Join us on **\| Tuesday\, July 12th at 5 PM\|** to learn more about data science with machine learning. Why machine learning is needed, and what are the benefits of the system. **About This Event:**One of the most frustrating problems in data science is when one builds a model and has it sit on the shelf unused for years. To overcome this problem, machine learning needs to shift from building bespoke models that can solve issues to building machine learning systems. These systems can serve as a factory floor to build a multitude of models that can scale to production workloads. An apt term for this change is the development of end-to-end machine learning systems. These systems contain many elements that fall under MLOps but still include data science, data engineering, and other specializations. We will go over why this trend is needed, what parts make up a complete end-to-end machine learning system, and what are the benefits of the system. **Agenda:** * What problems drive End-to-End machine learning models?* The parts that make up a complete end-to-end machine learning system.* The benefits of making a machine learning system rather than a bespoke model for each problem. **About Glen Ferguson**Glen is a Data Scientist/Machine Learning Engineer, technology leader, and technical expert with proven career progression through various roles, He has extensive experience in data science, analytics, data engineering, machine learning, artificial intelligence, and scientific computational modeling. This experience spans various organizations, including consulting organizations, start-ups, enterprises, the U.S. Navy, and academic settings. **About NYC Data Science Academy**[NYC Data Science Academy](https://bit.ly/3zZPdyq) provides data science training programs and courses that prepare people for employment opportunities for data science professionals across all industries. NYC Data Science Academy teaches data science, trains companies and their employees to better profit from data, excels at big data project consulting, and connects trained Data Scientists to our industry. We have graduated over 5000 students at this point! Join our [Interactive Distance / In-Person Learning Bootcamp](https://bit.ly/3NgAMZM), and get ready for the next step in your data science career!