Approximation algorithms, Part 2 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 foundations of theoretical computer science, … [Read more...] about Approximation Algorithms Part II
Algorithms
AWS: ML Workflows with SageMaker, Storage & Security
AWS: ML Workflows with SageMaker, Storage & Security is the fourth course in the Exam Prep (MLA-C01): AWS Certified Machine Learning Engineer – Associate Specialization. This course enables learners to design secure, scalable, and efficient machine learning workflows on AWS, focusing on key pillars: data storage, model development, and security. Learners will begin by … [Read more...] about AWS: ML Workflows with SageMaker, Storage & Security
Quantization in Depth
In Quantization in Depth you will build model quantization methods to shrink model weights to ¼ their original size, and apply methods to maintain the compressed model’s performance. Your ability to quantize your models can make them more accessible, and also faster at inference time. Implement and customize linear quantization from scratch so that you can study the tradeoff … [Read more...] about Quantization in Depth
Temporal Logic Model Checking
This course introduces the basic concepts of functional verification and model checking, highlighting their importance in modern system designs. It explains different modeling formalisms for representing the behavior of hardware and software, which are either suitable for automated analysis or can represent data-dependent controls that are common in computing system designs. … [Read more...] about Temporal Logic Model Checking
Interpersonal, Developmental, and Evolutionary Perspectives of the Mind
In this course, we will explore how individual problem solving, judgment, and decision making can be influenced by interpersonal and developmental factors. … [Read more...] about Interpersonal, Developmental, and Evolutionary Perspectives of the Mind
