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Courses for Data Science / Data Mining
Data Science / Data Mining, Analytics, AI & Machine Learning
Unsupervised Learning: Clustering
Peter Chen
Practical Clustering Concepts & Applicatons
Data Science / Data Mining, Analytics, AI & Machine Learning
Supervised Learning: Classification
Dr. Rukmini Vijaykumar
Classification Methods, Algorithms and Tools
Data Science / Data Mining, Analytics, AI & Machine Learning
Classification Models
Saed Sayad
How to use classification algorithms to solve real world problems.
Data Science / Data Mining, AI & Machine Learning
Classification & Regression Trees / Random Forests
Josh Browning
Using Non-Linear Models to Understand Data
AI & Machine Learning, Data Science / Data Mining
Unsupervised Learning: Dimensionality Reduction and Representation
Dr. Yogesh Kulkarni
Overcoming the Curse of Dimensionality
AI & Machine Learning, Data Science / Data Mining
LASSO and Ridge Regression
Josh Browning
Penalized regression models and their improvements to traditional regression.
AI & Machine Learning, Data Science / Data Mining
Machine Learning Foundations: Supervised Learning
Peter Chen
Practical Approach to Supervised Machine Learning
Data Science / Data Mining, Analytics
SAS Index & SAS Macros: Solutions for Big Data
Ermin Dedic, Ermin Dedic
SAS Indexes and Macros are vital when working with big data.
Econometric Analysis: Methods and Applications
Alan Yang
Quantitative and Econometric Analysis focused on Practical Applications
Data Science / Data Mining, Big Data
Clustering and Association Rule Mining
Anirban Ghosh
Learn Clustering methods and Association Rule Mining Techniques
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