Data Science

Data science is a “concept to unify statistics, data analysis, machine learning and their related methods” in order to “understand and analyze actual phenomena” with data. It employs techniques and theories drawn from many fields within the broad areas of mathematics, statistics, information science, and computer science, in particular from the subdomains of machine learning, data mining, databases, and visualization.

Mathematical optimization

From Wikipedia, the free encyclopedia Jump to navigation Jump to search "Mathematical programming" redirects here. For the peer-reviewed journal, see Mathematical Programming. "Optimization" and "Optimum" redirect here. For other uses, see Optimization (disambiguation) and Optimum (disambiguation). Graph of a paraboloid given by z = f(x, y) = −(x² + y²) + 4. The global maximum [...]

Applied optimization problems

Examples of Optimization Problems Optimization is a tool with applications across many industries and functional areas. To learn more, sign up to view selected examples...

Optimization algorithms and methods

Subcategories This category has the following 8 subcategories, out of 8 total. D ► Decomposition methods‎ (7 P) ► Dynamic programming‎ (44 P) E ► Evolutionary algorithms‎ (4 C, 46 P, 2 F) ► Exchange algorithms‎ (10 P) G ► Gradient methods‎ (13 P) L ► Least squares‎ (38 P) ► Linear programming‎ (1 C, [...]

Michelangelo PyML: Introducing Uber’s Platform for Rapid Python ML Model Development

By Kevin Stumpf, Stepan Bedratiuk, and Olcay Cirit As a company heavily invested in AI, Uber aims to leverage machine learning (ML) in product development and the day-to-day management of our business. In pursuit of this goal, our data scientists spend considerable amounts of time prototyping and validating powerful new types of ML models to [...]

Julia for machine learning. Will the new language pick up pace?

Machine learning can be done using many languages, with Python and R being the most popular. But one language has been overlooked for some time—Julia. Why isn’t Julia machine learning a thing? Julia isn’t an obvious choice for machine learning simply because it’s a new language that has only recently hit version 1.0. While Python [...]