Skip to main content
Graph
Search
fr
en
Login
Search
All
Categories
Concepts
Courses
Lectures
MOOCs
People
Quizes
Exercises
Publications
Startups
Units
Show all results for
Home
Lecture
Clustering: Principles and Methods
Graph Chatbot
Related lectures (54)
Clustering Evaluation
Log in to Mediaspace to watch this video
Explores clustering evaluation using the RAND index and ontologies, followed by classic clustering algorithms.
Efficient Storage for Analytics: Columnar Storage & Compression Techniques
Log in to Mediaspace to watch this video
Explores columnar storage, compression techniques, DSM properties, and PAX advantages for analytics.
Data Compression: Sparse Signals and Data Recording
Log in to Mediaspace to watch this video
Explores data compression through signal sparsity, questioning the need for recording vast amounts of data.
Principal Component Analysis: Geometric Interpretation and Dimension Reduction
Log in to Mediaspace to watch this video
Explores Principal Component Analysis for dimension reduction and data representation in a new basis.
Block Models: Continued Analysis
Log in to Mediaspace to watch this video
Explores the stochastic blockmodel, spectral clustering, and non-parametric understanding of blockmodels, emphasizing metrics for comparing graph models.
Heat Pump Cycles: Efficiency and Improvements
Log in to Mediaspace to watch this video
Analyzes real heat pump cycles, focusing on efficiency improvements through two-stage compression cycles and intercooling.
Decision Trees and Random Forests: Concepts and Applications
Log in to Mediaspace to watch this video
Discusses decision trees and random forests, focusing on their structure, optimization, and application in regression and classification tasks.
Dimensional Analysis & Scaling Laws
Log in to Mediaspace to watch this video
Covers dimensional analysis, physical similarity, and structural mechanics, emphasizing the importance of scaling laws in solving complex problems.
Introduction to Data Science
Log in to Mediaspace to watch this video
Introduces the basics of data science, covering decision trees, machine learning advancements, and deep reinforcement learning.
Dispersion in Optical Pulses
Log in to Mediaspace to watch this video
Delves into the propagation of chirped Gaussian pulses in optical systems, analyzing changes in pulse width and compression.
Structural Mechanics: Beam Bending and Boundary Conditions
Log in to Mediaspace to watch this video
Explores the moment-curvature relation for beams, emphasizing stress distribution and typical boundary conditions.
Segmentation: Techniques and Applications
Log in to Mediaspace to watch this video
Explores segmentation techniques, including CNNs and U-Net models, for image recognition and analysis, emphasizing time-saving automated methods.
Dimensionality Reduction: Introduction and Motivation
Log in to Mediaspace to watch this video
Covers the challenges of high-dimensional data, the need for dimensionality reduction, and the implications for machine learning models.
Unsupervised Learning: Principal Component Analysis
Log in to Mediaspace to watch this video
Covers unsupervised learning with a focus on Principal Component Analysis and the Singular Value Decomposition.
Previous
Page 3 of 3
Next