Compiler Notes
Compiler Overview A compiler is a program that takes other programs and prepares them for execution. At a high level we have three main components, a...
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Diffusion Notes
Overview Diffusion models are generative models which have most recently gained notoriety being used in OpenAI’s DALL-E 2 and Stable Diffusion. Diffusion wor...
Designing Machine Learning Systems Notes
General ML System Design ML systems need to be reliable, scalable, maintainable and most importantly solve a business metric (such as click-rate). When deve...
Math for Machine Learning
Some basic math required for machine learning. Linear Algebra Mathematically we can think of vectors as special objects that can be added together and scale...
CSE 142 - Machine Learning Notes
Key ML concepts An ML system is a task requires an appropriate mapping - a model - from data described by features to outputs. Obtaining such a model from tr...