Learn to leverage the latest deep learning advancements to create innovative solutions and solve your organization’s pressing challenges. Over the course of two intensive days, you’ll explore actionable strategies for anticipating and addressing critical issues that can impact classification performance and other hurdles, and master cutting-edge machine learning tools that process data in different modalities, including text, images, and graphs.
The factory of the future is here—and MIT’s research and applications are leading the way in enabling this transformation. In our interactive 10-week course, you’ll draw on MIT’s more than 100 years of university-industry collaboration to learn how sensors, software, and systems can create a smart enterprise at any scale. From modeling to manufacturing systems to advanced data analytics, you’ll acquire the smart technology strategies you need to get—and stay—ahead.
Decision-making dictates every organization’s direction and development: Those responsible for making those decisions must be empowered to do so confidently. Machine Learning, is becoming a fundamental tool for making sound decisions by analyzing large quantities of data and events. Its objective is to reduce areas of uncertainty and arbitrariness through automatic learning and efficient data analysis.
Ready to revolutionize transportation systems and discover how disruptive innovations are reshaping the mobility sector? In this immersive five-day course, you will learn to analyze and optimize transportation systems using the latest research from MIT and beyond, delving into demand and network modelling, artificial intelligence, simulation, optimization and control. These methods are explored alongside selected future solutions, with a focus on user-centric new smart mobility services , automated and AI-driven vehicles and alternative energy vectors for decarbonizing transportation. Through real-world case studies, professionals from transport service providers, urban and mobility planning, automotive, and transportation sectors can gain actionable insights to address current and future transportation challenges.
Join the cutting-edge of intelligent material design and discover how to integrate advanced technologies to drive the development of next-generation smart materials. In this condensed five-day course, you will participate in hands-on clinics and labs designed to help you optimize your smart material design and manufacturing through the use of large-scale computational modeling, artificial intelligence, material informatics, and machine learning.
Improve workplace performance and achieve group objectives through people analytics—the process of using behavioral data to understand and manage organizations. Under the instruction of two of the field’s pioneering experts, you’ll learn how to use your company’s data to increase the speed and quality of your decision-making, identify organizational problems, analyze behavioral metrics, and enhance company outcomes.
Acquire the fundamental machine learning expertise you need to immediately implement new strategies for driving value in your organization. This foundational course covers essential concepts and methods in machine learning, providing the basic building blocks required to solve real tasks. You’ll also gain a deeper understanding of the strengths and weaknesses of learning algorithms, and assess which types of methods are likely to be useful for a given class of problems.
Anticipate where your industry is headed—and secure a competitive advantage—by mastering the latest discrete choice models and techniques. In this five-day course, you’ll work with leading MIT experts to discover how to apply discrete choice techniques; analyze challenges related to data collection, model formulation, estimation, testing, and forecasting; and assess online applications that drive optimization and personalization of results.
In this program, you’ll work closely with industry and government professionals across a range of disciplines to explore innovative urban design solutions—and enhance your ability to integrate the latest sensor and actuator architecture and other cutting-edge technologies into the built environment.
Explore innovative strategies for constructing and executing experiments—including factorial and fractional factorial designs—that can be applied across the physical, chemical, biological, medical, social, psychological, economic, engineering, and industrial sciences. Over the course of five days, you’ll enhance your ability to conduct cost-effective, efficient experiments, and analyze the data that they yield in order to derive maximal value for your organization.