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SMO: Optimisation without Gram Matrix Inversion

optimisation
Unlike other optimisation algorithm that utilise gradients and require inversion of the Gram matrix, SMO breaks the optimisation into a sequence of analytically solvable…
May 1, 2025
Passawis

 

Variational Inference

machine learning
statistics
Dec 10, 2024
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Notes on Agentic AI

language models
machine learning
Aug 6, 2024
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Protein Language Models

language models
machine learning
science
Jun 10, 2024
Passawis

 

Language Models

language models
machine learning
Jun 10, 2023
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Predicting Protein Polypharmacy with Graph Machine Learning

machine learning
graph machine learning
The journey of drug discovery and making it accessible to patients can span a decade, during which it is marked by numerous instances of unsuccessful outcomes. Digital…
May 22, 2023
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Bayesian Machine Learning

machine learning
statistics
In bayesian approach we stop trying to estimate a single best optimal point for θ and say that we know that there many possible θ. And we do what is called …
Jan 20, 2023
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MAP vs MLE

machine learning
statistics
Dec 12, 2022
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Datalog

software engineering
Aug 10, 2022
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Moore-Penrose Inverse

math
linear algebra
The Moore-Penrose Pseudoinverse is a generalisation of the standard matrix inverse, used to solve linear systems that either lack an exact solution or where the matrix is…
Jun 22, 2022
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Intuition for SVD

math
Singular Value Decomposition (SVD) is a way of breaking down a matrix into simpler parts.
May 22, 2022
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Matrix Inversion

math
In linear algebra, determining whether a matrix is invertible is fundamental for various computations, especially in solving systems of linear equations, transformations.…
May 20, 2022
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Notes on Algorithms

algorithms
May 22, 2021
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Compilers Optimisation

compilers
systems
May 22, 2021
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Theory of Computation

cs theory
Automaton is something inorganic that acts of its own volition. Essentially it just follows a set of rules.
May 22, 2021
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Multiplicative Group, Euclid Algorithm for GCD

math
group theory
220mod15
Oct 27, 2020
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Group Theory Basics

math
group theory
A group is a set of elements, the group has one operation. The group is closed under the operation. Each element has an inverse. Combining the inverse with the element gives…
Oct 26, 2020
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Server-Side Rendering

webdev
frontend
react
As you know SPA applications are rendered on the client-side. There are a few reasons we want to render our application on the server side. One it helps with SEO. One of the…
Jun 10, 2019
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Typescript Notes

webdev
frontend
Typescript is a superset of Javascript, meaning that all Javascript are valid Typescript code. We can think of Typescript as giving Javascript types.
Dec 12, 2018
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React Suspence

webdev
frontend
react
Jan 12, 2018
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React State Management

webdev
frontend
react
Jun 6, 2017
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