Linear Programming

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Approximation Algorithms and Linear Programming (Coursera)

This course continues our data structures and algorithms specialization by focussing on the use of linear and integer programming formulations for solving algorithmic problems that seek optimal solutions to problems arising from domains such as resource allocation, scheduling, task assignment, and variants of the traveling salesperson problem. [...]

Fundamentals of Machine Learning for Supply Chain (Coursera)

Apr 22nd 2024
Fundamentals of Machine Learning for Supply Chain (Coursera)
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This course will teach you how to leverage the power of Python to understand complicated supply chain datasets. Even if you are not familiar with supply chain fundamentals, the rich data sets that we will use as a canvas will help orient you with several Pythonic tools and best [...]

Introduction to Technology-Assisted Decision-Making (Coursera)

Apr 15th 2024
Introduction to Technology-Assisted Decision-Making (Coursera)
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Technology-assisted decision-making is increasingly important to modern businesses in a wide variety of fields, including finance, healthcare, marketing, and logistics, among others. It introduces speed and efficiency because substantial amounts of data can be processed efficiently to enable faster, objective, contextual decisions. This online course will introduce you to [...]

Advanced Models for Decision Making (Coursera)

Business analysts need to be able to prescribe optimal solution to problems. But analytics courses are often focused on training students in data analysis and visualization, not so much in helping them figure out how to take the available data and pair that with the right mathematical model to [...]

Optimization for Decision Making (Coursera)

In this data-driven world, companies are often interested in knowing what is the "best" course of action, given the data. For example, manufacturers need to decide how many units of a product to produce given the estimated demand and raw material availability? Should they make all the products in-house [...]

Operations Research (1): Models and Applications (Coursera)

Apr 15th 2024
Operations Research (1): Models and Applications (Coursera)
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Operations Research (OR) is a field in which people use mathematical and engineering methods to study optimization problems in Business and Management, Economics, Computer Science, Civil Engineering, Industrial Engineering, etc. This course introduces frameworks and ideas about various types of optimization problems in the business world. In particular, we [...]

Approximation Algorithms Part II (Coursera)

This is the continuation of Approximation algorithms, Part 1. Here you will learn linear programming duality applied to the design of some approximation algorithms, and semidefinite programming applied to Maxcut. By taking the two parts of this course, you will be exposed to a range of problems at the [...]

Approximation Algorithms Part I (Coursera)

How efficiently can you pack objects into a minimum number of boxes? How well can you cluster nodes so as to cheaply separate a network into components around a few centers? These are examples of NP-hard combinatorial optimization problems. It is most likely impossible to solve such problems efficiently, [...]