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CSE 8803 Special Topics: Big Data

Course

In this course, we introduce the characteristics of medical data and associated data mining challenges on dealing with such data. We cover various algorithms and systems.

In this course, we introduce the characteristics of medical data and associated data mining challenges on dealing with such data. We cover various algorithms and systems.

Last Updated March 7, 2022

Prerequisites:

No experience required

Course Lessons

Lesson 1

Introduction to Big Data

Lesson 2

Big Data Course Overview

Lesson 3

Predictive Modeling

Lesson 4

MapReduce

Lesson 5

Classification Methods: Metrics

Lesson 6

Ensemble Methods

Lesson 7

Computational Phenotyping

Lesson 8

Clustering

Lesson 9

Spark

Lesson 10

Medical Ontology

Lesson 11

Graph Analysis

Lesson 12

Dimensionality Reduction/Tensor Factorization

Lesson 13

Patient Similarity

Lesson 14

Deep Neural Network (DNN)

Lesson 15

Convolutional Neural Networks (CNN)

Lesson 16

Recurrent Neural Networks (RNN)

Taught By The Best

Photo of Jimeng Sun

Jimeng Sun

Instructor

Photo of David Joyner

David Joyner

Instructor

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