Online Courses to Learn Dimension Reduction

Explore 50 data science courses and free resources covering everything you need to know about Dimension Reduction.

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Overview

Dimensionality reduction, or dimension reduction, is the transformation of data from a high-dimensional space into a low-dimensional space so that the low-dimensional representation retains some meaningful properties of the original data, ideally close to its intrinsic dimension.

Related Training

50 learning opportunities
Coursera
Free
Unsupervised Learning

9 hours

Intermediate

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Python Algorithms Big Data Cluster Analysis Data Analysis Data Cleaning
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IBM
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Unsupervised Machine Learning
Mark J Grover

9 hours

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7,830
Algorithms Big Data Cluster Analysis Data Analysis Data Sets
DataCamp
Advanced Dimensionality Reduction in R
Federico Castanedo

4 hours

Advanced

$300

3,099
R Programming Algorithms Data Sets Dimension Reduction Finance Analytics Neural Networks
Coursera
IBM
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AI Workflow: Feature Engineering and Bias Detection

12 hours

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Matplotlib NumPy Pandas Python Watson Algorithms Artificial Intelligence Cluster Analysis Data Ethics Data Modeling
Free Online Data Science Textbooks
Free
Bayesian Reasoning and Machine Learning
David Barber

Intermediate
Algorithms Bayesian Statistics Classification Data Analysis Data Modeling
edX
University of Adelaide
Free
Computational Thinking and Big Data

10 weeks, 9 hours/week

Beginner
Java R Programming Algorithms Bayesian Statistics Big Data Data Analysis Data Cleaning
edX
Massachusetts Institute of Technology
Free
Data Analysis: Statistical Modeling and Computation in Applications

16 weeks, 13 hours/week

Advanced
Applied Mathematics Data Analysis Data Modeling Data Science Data Sets
Coursera
University of Illinois at Urbana-Champaign
Free
Data Modeling and Regression Analysis in Business

25 hours

Intermediate

6,641
R Programming Data Analysis Data Analytics Data Modeling Data Sets Dimension Reduction
DataCamp
Data Privacy and Anonymization in Python
Rebeca Gonzalez

4 hours

$300
Python scikit-learn Data Analysis Data Modeling Data Privacy Data Sets Dimension Reduction
edX
Free
Deep Learning with Python and PyTorch

6 weeks, 3 hours/week

Intermediate
PyTorch Python Classification Data Analysis Data Modeling Deep Learning Dimension Reduction
DataCamp
Dimensionality Reduction in Python
Jeroen Boeye

4 hours

$300

11,515
Python Algorithms Data Analysis Data Modeling Data Sets Data Visualization
DataCamp
Dimensionality Reduction in R
Alexandros Tantos

4 hours

$300

5,159
R Programming Data Analysis Data Sets Dimension Reduction Exploratory Data Analysis Principal Component Analysis
Coursera
Johns Hopkins University
Free
Exploratory Data Analysis

55 hours

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Flatiron School
Flatiron - Data Science Bootcamp

3 months

$16,900
Amazon Web Services Jupyter Natural Language Toolkit NumPy Pandas AB Testing APIs Big Data Classification Cluster Analysis
Free Online Data Science Textbooks
Massachusetts Institute of Technology
Free
Foundations of Machine Learning
Algorithms Classification Data Modeling Dimension Reduction Machine Learning
Coursera
Free
Fundamentals of Scalable Data Science

20 hours

Beginner

60,677
Apache Spark Jupyter PySpark Python SQL Applied Mathematics Big Data Data Analysis Data Processing Data Science
edX
Massachusetts Institute of Technology
Free
Fundamentals of Statistics

18 weeks, 12 hours/week

Advanced
Artificial Intelligence Confidence Intervals Data Analysis Data Modeling Data Science
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Harvard University
Free
High-Dimensional Data Analysis

4 weeks, 3 hours/week

Advanced
R Programming Algorithms Cluster Analysis Data Analysis Data Modeling Data Science
YouTube
Free
Introduction To Machine Learning With Python
Luca Arrotta

2 hours

Beginner
Github Keras Matplotlib NumPy Pandas Data Analysis Data Cleaning Data Modeling Data Visualization Deep Learning
Online Learning
JuliaAcademy
Free
Julia for Data Science
Huda Nassar
Julia Classification Cluster Analysis Data Science Data Visualization Dimension Reduction
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Career Relevance

Dimension Reduction is most likely to appear on Data Scientist job descriptions where we found it mentioned 1.5 percent of the time.

1. Data Scientist
1.5%
2. Data Engineer
0.2%
3. Data Analyst
0.0%

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