Search result for Clustering models Online Courses & Certifications
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Machine Learning with Python
by SAEED AGHABOZORGI , Joseph Santarcangelo- 4.7
Approx. 21 hours to complete
Model Evaluation in Regression Models Evaluation Metrics in Regression Models Clustering Intro to Clustering Intro to Hierarchical Clustering More on Hierarchical Clustering Clustering...
Applied Machine Learning in Python
by Kevyn Collins-Thompson- 4.6
Approx. 34 hours to complete
The issue of dimensionality of data will be discussed, and the task of clustering data, as well as evaluating those clusters, will be tackled. Supervised approaches for creating predictive models will be described, and learners will be able to apply the scikit learn predictive modelling methods while understanding process issues related to data generalizability (e....
Machine Learning with Python: A Practical Introduction
by Saeed Aghabozorgi- 0.0
5 Weeks
We'll explore many popular algorithms including Classification, Regression, Clustering, and Dimensional Reduction and popular models such as Train/Test Split, Root Mean Squared Error (RMSE), and Random Forests. We'll explore many popular algorithms including Classification, Regression, Clustering, and Dimensional Reduction and popular models such asTrain/Test Split, Root Mean Squared Error and Random Forests. Unsupervised learning algorithms, including Clustering and Dimensionality Reduction...
$99
Deep Learning and Reinforcement Learning
by Mark J Grover , Miguel Maldonado- 4.7
Approx. 14 hours to complete
Explain the curse of dimensionality, and how it makes clustering difficult with many features Describe and use common clustering and dimensionality-reduction algorithms Try clustering points where appropriate, compare the performance of per-cluster models...
Introduction to Analytics Modeling
by Joel Sokol- 0.0
16 Weeks
Learn essential analytics models and methods and how to appropriately apply them, using tools such as R, to retrieve desired insights. Analytical models are key to understanding data, generating predictions, and making business decisions. Fundamental analytics models and methods How to use analytics software, including R, to implement various types of models...
$825
Predictive Analytics for Business - with Case Studies
by John Phillips- 3.5
1 hour on-demand video
The following models are used: Linear Regression, Logistic Regression, Association Rules, K-means Clustering and Decision Trees....
$9.99
Text Mining and Analytics
by ChengXiang Zhai- 4.5
Approx. 33 hours to complete
7 Topic Mining and Analysis: Probabilistic Topic Models 1 Probabilistic Topic Models: Mixture of Unigram Language Models 2 Text Clustering: Generative Probabilistic Models Part 1 3 Text Clustering: Generative Probabilistic Models Part 2 4 Text Clustering: Generative Probabilistic Models Part 3 9 Text Categorization: Generative Probabilistic Models...
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Machine Learning: Clustering & Retrieval
by Emily Fox , Carlos Guestrin- 4.6
Approx. 17 hours to complete
-Examine probabilistic clustering approaches using mixtures models. Welcome and introduction to clustering and retrieval tasks Motiving probabilistic clustering models Clustering text data with Gaussian mixtures Clustering text data with Gaussian mixtures Mixed membership models for documents An alternative document clustering model Hierarchical Clustering & Closing Remarks Divisive clustering Agglomerative clustering Agglomerative clustering details Hidden Markov models...
Bayesian Statistics: Mixture Models
by Abel Rodriguez- 4.7
Approx. 22 hours to complete
Bayesian Statistics: Mixture Models introduces you to an important class of statistical models. Definition of Mixture Models Likelihood function for mixture models Maximum likelihood estimation for Mixture Models Bayesian estimation for Mixture Models Applications of Mixture Models Density estimation using Mixture Models Mixture Models for Clustering Clustering example Mixture Models and naive Bayes classifiers...
Cluster Analysis and Unsupervised Machine Learning in Python
by Lazy Programmer Team- 4.6
8 hours on-demand video
There are 2 methods of clustering we’ll talk about: k-means clustering and hierarchical clustering. One interesting fact is that under certain conditions, Gaussian mixture models and k-means clustering are exactly the same! We’ll prove how this is the case. Understand and enumerate the disadvantages of K-Means Clustering Understand the soft or fuzzy K-Means Clustering algorithm...
$29.99