OPTICS

OPTICS, which stands for Ordering Points To Identify the Clustering Structure, is a density-based unsupervised learning algorithm used for clustering data. Developed by the same research group that created DBSCAN, OPTICS addresses the limitations of DBSCAN by effectively identifying clusters in datasets with varying densities. Unlike traditional clustering methods that rely on a fixed distance parameter, OPTICS evaluates the local density of data points, allowing for a more flexible and accurate representation of the underlying structure. This makes it particularly useful in scenarios where clusters are not uniformly distributed, enhancing the analysis of complex datasets.

Understanding OPTICS and Implementation with Python

 Towards Data Science

OPTICS stands for Ordering points to identify the clustering structure. It is a density-based unsupervised learning algorithm, which was developed by the same research group that developed DBSCAN. As…...

📚 Read more at Towards Data Science
🔎 Find similar documents

Demo of OPTICS clustering algorithm

 Scikit-learn Examples

Demo of OPTICS clustering algorithm Finds core samples of high density and expands clusters from them. This example uses data that is generated so that the clusters have different densities. The OPTIC...

📚 Read more at Scikit-learn Examples
🔎 Find similar documents

Discretized Conical Emission in Multimode Optical Fibers

 Towards Data Science

Nonlinear optics is a branch of optics dealing with phenomena that are a consequence of light-induced modifications to the optical properties of matter. Optical fibers are a very attractive medium…

📚 Read more at Towards Data Science
🔎 Find similar documents

Deep Learning, Computer Vision, and Automated Optical Inspection

 Towards Data Science

Automated Optical Inspection is commonly used in electronics industry and manufacturing industry to detect defects in products or components during production. Conceptually, common practices in deep…

📚 Read more at Towards Data Science
🔎 Find similar documents

Operators

 Essential Java

Introduction Operators in Java programming language are special symbols that perform specific operations on one, two, or three operands, and then return a result. Remarks An operator is a symbol (or s...

📚 Read more at Essential Java
🔎 Find similar documents

Optical Flow with RAFT: Part 1

 Towards Data Science

Dive into Deep Learning for Optical Flow Photo by Zdeněk Macháček on Unsplash In this post we will learn about a flagship deep learning approach to Optical Flow that won the 2020 ECCV best paper awar...

📚 Read more at Towards Data Science
🔎 Find similar documents

Playing with Photons

 Level Up Coding

Achievement Unlocked Continue reading on Level Up Coding

📚 Read more at Level Up Coding
🔎 Find similar documents

How I end up using Machine Learning in Optics/Photonics Applications for my PhD

 Towards Data Science

A few years ago, I secured a scholarship to pursue a PhD in Photonics modelling. Modelling and optimization of optical/photonics waveguides are very important for many upcoming applications, like…

📚 Read more at Towards Data Science
🔎 Find similar documents

An Exploration using OCI Functions

 Oracle Developers

One of the services offered by OCI is Functions — Serverless computing. Oracle OCI Functions is based on Fn Project. Fn project is an open-source serverless container-native platform that is compatibl...

📚 Read more at Oracle Developers
🔎 Find similar documents

Boosting Optical Flow with PD Synthetic Data

 Machine Learning Techniques

Optical flow is defined as the task of estimating per-pixel motion between video frames. Optical flow models take two sequential frames as input and return as output a flow vector that predicts where ...

📚 Read more at Machine Learning Techniques
🔎 Find similar documents

Opacity

 Codecademy

Opacity correlates to transparency or the amount of light that passes through an object. An object with high opacity has low transparency, meaning little or no light can pass through. If an object is ...

📚 Read more at Codecademy
🔎 Find similar documents

Bokeh

 Full Stack Python

Bokeh is a data visualization library that builds visuals in Python and outputs them in JavaScript.

📚 Read more at Full Stack Python
🔎 Find similar documents