Distributed Hadoop Mapreduce – Course recommendation

Title: Design and develop a Distributed Recommendation System on Hadoop

Problem statement: 

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 Given 2 CSV data sets: 

(a) A course dataset containing details of courses offered

(b) A job description dataset containing a list of job descriptions 

(Note: Each field of a job description record is demarcated by ” “)

You have to design and implement a distributed recommendation system using the data sets, which will recommend the best courses for up-skilling based on a given job description. You can use the data set to train the system and pick some job descriptions not in the training set to test. 

It is left up to you how you pick necessary features and build the training that creates matching courses for job profiles.

Use Map Reduce and Python

NOTE: Combine all data_job_posts.csv into a single CSV file. Due to size limitation, I had to split the file

Title: Design and develop a Distributed Recommendation System on
Hadoop

Problem statement: 

You are given 2 CSV data sets: 
(a) A course dataset containing details of courses offered
(b) A job description dataset containing a list of job descriptions 
(Note: Each field of a job description record is demarcated by ” “)

You have to design and implement a distributed recommendation system
using the data sets, which will recommend the best courses for up-
skilling based on a given job description. You can use the data set
to train the system and pick some job descriptions not in the
training set to test.

It is left up to you how you pick necessary features and build the
training that creates matching courses for job profiles.
These are the suggested steps you should follow : 

Step 1: Setup a Hadoop cluster where the data sets should be stored
on the set of Hadoop data nodes.

Step 2: Implement a content based recommendation system using
MapReduce, i.e. given a job description you should be able to
suggest a set of applicable courses.

Step 3: Execute the training step of your MapReduce program using
the data set stored in the cluster. You can use a subset of the data
depending on the system capacity of your Hadoop cluster. You have to
use an appropriate subset of features in the data set for
effective training.

Step 4: Test your recommendation system using a set of requests that
execute in a distributed fashion on the cluster. You can pick a set
of 3-5 job descriptions in the data set to show how they are
executed in parallel to provide corresponding
course recommendations.
Evaluation rubric and submission material:

1. Document the design of your logic including training, query and
feature engineering. Submit a PDF file with details.

2. Distributed setup of Hadoop with 2-3 data nodes and store the
data sets. Include your Hadoop environment and data layout details
in the PDF document mentioned in (1) above. You can include some
screenshots if needed.

3. Code files with comments for your MapReduce implementation of
training and query steps.

4. Demonstrate training step and parallel execution of multiple
queries to generate recommendations. Submit a short video of the

execution steps. Do a screen recording that is clear and shows
working code of training and then 3-5 parallel queries.

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Yale University COURSE 4.9 Mixed 150k

IBM COURSE 4.6 Beginner

COURSE 4.3 Beginner 20k

Goldsmiths, University of London SPECIALIZATION 4.3 Beginner 32k

University of Pennsylvania COURSE 4.6 Mixed 130k

New York University COURSE 4.7 Beginner 27k

New York University SPECIALIZATION 4.7 Beginner 32k

IBM COURSE 4.5 Beginner 30k

Rice University COURSE 4.7 Mixed 99k

1

IBM SPECIALIZATION 4.6 Beginner 310k

University of Michigan COURSE 4.5 Intermediate

University of Pennsylvania COURSE 4.8 Beginner 25k

National Research University Higher School of Economics SPECIALIZATION 4.4 Beginner 75k

Georgia Institute of Technology COURSE 4.7 Mixed 110k

University of Colorado Boulder COURSE 4.5 Intermediate 41k

Georgia Institute of Technology COURSE 4.7 Mixed 150k

The University of North Carolina at Chapel Hill COURSE 4.8 Mixed 34k

University of Pennsylvania COURSE 4.7 Mixed 200k

COURSE 4.9 Mixed 47k

Michigan State University COURSE 4.8 Mixed 79k

Duke University COURSE 4.8 Mixed

Johns Hopkins University COURSE 4.6 Mixed 42k

University of Michigan COURSE 4.7 Mixed 220k

California Institute of the Arts COURSE 4.5 Beginner 54k

University of Pennsylvania COURSE 4.8 Beginner 6k

Case Western Reserve University COURSE 4.8 Mixed 82k

University of Pennsylvania COURSE 4.8 Mixed 220k

Stanford University COURSE 4.8 Intermediate

University of Pennsylvania COURSE 4.5 Mixed

University of Virginia COURSE 4.4 Beginner 140k

The University of Edinburgh COURSE 4.6 Mixed

EDHEC Business School COURSE 4.8 Mixed 11k

Duke University COURSE 4.7 Beginner

190

Duke University SPECIALIZATION 4.7 Beginner 82k

Vanderbilt University COURSE 4.8 Beginner 270k

29

Yale University COURSE 4.9 Beginner 270k

Rice University SPECIALIZATION 4.7 Beginner 49k

University of Toronto COURSE 4.8 Advanced 39k

University of Pennsylvania COURSE 4.2 Mixed 76k

Imperial College London COURSE 4.7 Beginner 12k

University of Illinois at Urbana-Champaign COURSE 4.8 Mixed 69k

Johns Hopkins University COURSE 4.8 Mixed 67k

COURSE 4.7 Mixed 33k

230

deeplearning.ai COURSE 4.7 Intermediate 150k

University of Michigan COURSE 4.8 Beginner

COURSE 4 Intermediate 13k

California Institute of the Arts COURSE 4.8 Beginner 72k

Georgia Institute of Technology COURSE 4.5 Beginner 87k

University of Michigan COURSE 4.8 Beginner 16k

University of California, Davis COURSE 4.7 Beginner 76k

Johns Hopkins University COURSE 4.8 Beginner 110k

270

Duke University COURSE 4.7 Mixed 270k

SPECIALIZATION 4.9 Beginner 4.5k

Universidade de São Paulo COURSE 4.9 Beginner 120k

80

University of Geneva SPECIALIZATION 4.7 Beginner 99k

EDHEC Business School SPECIALIZATION 4.6 Beginner 14k

Rice University SPECIALIZATION 4.5 Beginner 49k

COURSE 4.6 Beginner 4.4k

45

Duke University SPECIALIZATION 4.6 Beginner 380k

Duke University COURSE 4.6 Beginner 160k

University of Cape Town COURSE 4.5 Beginner 22k

COURSE 4.7 Intermediate 37k

ESSEC Business School COURSE 4.7 Beginner 8k

ESSEC Business School SPECIALIZATION 4.6 Beginner

Rice University SPECIALIZATION 4.7 Beginner 17k

Copenhagen Business School COURSE 4.7 Mixed 34k

The George Washington University COURSE 4.8 Beginner 16k

61

University of Michigan SPECIALIZATION 4.7 Beginner 220k

University of Michigan COURSE 4.7 Intermediate

Macquarie University SPECIALIZATION 4.8 Intermediate 16k

Peking University SPECIALIZATION 4.8 Beginner 43k

SPECIALIZATION 4.3 Beginner 22k

University of California, Irvine SPECIALIZATION 4.5 Intermediate

University of California, Irvine SPECIALIZATION 4.8 Advanced 52k

University of California, Irvine SPECIALIZATION 4.7 Intermediate 120k

SPECIALIZATION 4.8 Beginner 39k

74

University of California, Davis SPECIALIZATION 4.6 Beginner 160k

University of California, Davis SPECIALIZATION 4.6 Beginner 80k

260

University of Toronto COURSE 4.8 Beginner 180k

Yonsei University COURSE 4.9 Beginner 120k

90

UNSW Sydney (The University of New South Wales) COURSE 4.7 Beginner 68k

IE Business School COURSE 4.5 Intermediate 7.2k

ESSEC Business School COURSE 4.7 Beginner 10k

Universidad de los Andes SPECIALIZATION 4.8 Intermediate 23k

Georgia Institute of Technology COURSE 4.6 Mixed 29k

Stanford University COURSE 4.7 Beginner 14k

Machine Learning University of Washington SPECIALIZATION 4.6 Intermediate 290k

6 Machine Learning Stanford University COURSE 4.9 Mixed

University of Washington COURSE 4.6 Mixed 240k

New York University SPECIALIZATION

Intermediate 29k

University of London COURSE 4.6 Beginner 19k

Google Cloud COURSE 4.6 Intermediate 58k

Google Cloud SPECIALIZATION 3.9 Intermediate 15k

IBM COURSE 4.7 Intermediate 120k

Google Cloud SPECIALIZATION 4.5 Intermediate 72k

COURSE 4.6 Beginner 78k

COURSE 4.7 Beginner 43k

73

Università Bocconi COURSE 4.7 Mixed 120k

University of Virginia COURSE 4.9 Beginner 11k

University of Illinois at Urbana-Champaign SPECIALIZATION 4.7 Beginner 55k

91

HEC Paris SPECIALIZATION 4.7 Beginner 23k

University of California, Irvine COURSE 4.7 Mixed 71k

University of Pennsylvania COURSE 4.5 Beginner 27k

University of Toronto COURSE 4.6 Beginner 47k

380

University of California, Davis SPECIALIZATION 4.5 Beginner 22k

Universidade de São Paulo COURSE 4.8 Beginner 81k

Marketing Digital Universidad Austral SPECIALIZATION 4.7 Beginner 39k

Universidad de Chile COURSE 4.7 Intermediate 49k

140

IE Business School SPECIALIZATION 4.6 Beginner 93k

Marketing Strategy IE Business School SPECIALIZATION 4.4 Beginner 57k

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Tecnológico de Monterrey SPECIALIZATION 4.4 Intermediate 60k

310

University of Illinois at Urbana-Champaign COURSE 4.7 Beginner 310k

Duke University COURSE 4.2 Mixed

LearnQuest COURSE 4.6 Beginner

Johns Hopkins University SPECIALIZATION 4.3 Beginner 52k

University of California, Davis COURSE 4.7 Mixed 48k

480

National Research University Higher School of Economics SPECIALIZATION 4.5 Beginner 12k

55

Imperial College London SPECIALIZATION 4.6 Beginner 150k

Imperial College London COURSE 4.7 Beginner 140k

Imperial College London COURSE 4.7 Beginner 51k

Imperial College London COURSE 4 Intermediate 33k

University of Colorado Boulder SPECIALIZATION 4.8 Beginner 4.8k

Duke University COURSE 4.9 Advanced 170k

Wesleyan University SPECIALIZATION 4.3 Beginner 13k

87

University of Amsterdam SPECIALIZATION 4.6 Beginner 260k

University of Illinois at Urbana-Champaign COURSE 4.9 Beginner 73k

University of Pennsylvania COURSE 4.7 Mixed 34k

470

COURSE 4.8 Beginner

Universiteit Leiden COURSE 4.7 Beginner 120k

University of Michigan COURSE 4.8 Mixed 130k

University of Pennsylvania COURSE 4.6 Mixed 36k

101

The Museum of Modern Art COURSE 4.7 Beginner 310k

SPECIALIZATION 4.8 Beginner 14k

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Northwestern University SPECIALIZATION 4.7 Intermediate 21k

Google Cloud COURSE 4.7 Intermediate

Yale University COURSE 4.8 Mixed 100k

University of Pennsylvania COURSE 4.9 Mixed 40k

University of Alberta COURSE 4.9 Mixed 44k

École Polytechnique Fédérale de Lausanne COURSE 4.8 Intermediate 59k

Berklee College of Music SPECIALIZATION 4.8 Beginner 42k

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94 Music Production Berklee College of Music SPECIALIZATION 4.8 Beginner 70k

Duke University COURSE 4.8 Mixed 21k

deeplearning.ai COURSE 4.6 Intermediate 40k

University of Michigan COURSE 4.8 Mixed 95k

ESSEC Business School SPECIALIZATION 4.7 Beginner 22k

NSX

VMware COURSE 4.8 Intermediate 17k

20

Google Cloud SPECIALIZATION 4.7 Intermediate 290k

62

deeplearning.ai COURSE 4.9 Intermediate

Saint Petersburg State University COURSE 4.7 Mixed 41k

University of Maryland, College Park COURSE 4.7 Beginner 12k

University of Colorado System SPECIALIZATION 4.8 Beginner

Universidad Nacional Autónoma de México COURSE 4.8 Beginner 100k

Ludwig-Maximilians-Universität München (LMU) COURSE 4.8 Intermediate 35k

University of California San Diego SPECIALIZATION 4.7 Intermediate

86

Duke University SPECIALIZATION 4.6 Beginner

510

University of Illinois at Urbana-Champaign COURSE 4.7 Intermediate 21k

University of Alberta COURSE 4.7 Intermediate 33k

Duke University COURSE 4.8 Mixed 57k

SPECIALIZATION 4.4 Beginner 13k

Google COURSE 4.6 Beginner 76k

University of Pennsylvania COURSE 4.7 Mixed 80k

University of Colorado Boulder SPECIALIZATION 4.2 Advanced

Northwestern University SPECIALIZATION 4.7 Intermediate

Universiteit Leiden COURSE 4.7 Beginner 22k

University of Colorado System SPECIALIZATION 4.8 Beginner 3.2k

Cybersecurity

Palo Alto Networks SPECIALIZATION 4.6 Beginner 9.1k

Rice University SPECIALIZATION 4.5 Intermediate 30k

University of Geneva COURSE 4.5 Mixed 42k

Johns Hopkins University SPECIALIZATION 4.8 Beginner 8.8k

Universitat Autònoma de Barcelona COURSE 4.6 Beginner 12k

University of Pennsylvania COURSE 4.5 Mixed 84k

University of California, Irvine COURSE 4.7 Intermediate 79k

Universidad Nacional Autónoma de México COURSE 4.9 Beginner

Michigan State University SPECIALIZATION 4.7 Beginner 160k

University of Toronto SPECIALIZATION 4.7 Beginner 83k

Sciences Po COURSE 4.7 Beginner 34k

The University of Sydney COURSE 4.8 Mixed 72k

Positive Psychology The University of North Carolina at Chapel Hill COURSE 4.7 Mixed 180k

University of Pennsylvania COURSE 4.8 Beginner 23k

240

University of Pennsylvania COURSE 4.8 Beginner 50k

University of Pennsylvania COURSE 4.6 Beginner 40k

University of Colorado Boulder SPECIALIZATION 4.8 Intermediate 67k

SPECIALIZATION 4.7 Beginner 10k

The State University of New York COURSE 4.6 Intermediate 39k

Google Cloud COURSE 4.7 Beginner 22k

University of Minnesota COURSE 4.8 Mixed 68k

SPECIALIZATION 4.6 Beginner 47k

SPECIALIZATION 4.8 Beginner 20k

57

Universitat Autònoma de Barcelona COURSE 4.8 Mixed 280k

Università Bocconi COURSE 4.8 Mixed 79k

Stanford University COURSE 4.7 Advanced 68k

University of London COURSE 4.6 Beginner 36k

COURSE 4.8 Intermediate 39k

Duke University COURSE 4.6 Beginner 250k

Programming Fundamentals Duke University COURSE 4.7 Beginner 19k

47

University of Michigan COURSE 4.8 Mixed

University of California, Irvine SPECIALIZATION 4.6 Intermediate 18k

University of California, Irvine COURSE 4.2 Beginner 70k

University of California, Irvine COURSE 4.7 Beginner

31

University of California, Irvine SPECIALIZATION 4.6 Beginner

k

30

University of California, Irvine SPECIALIZATION 4.7 Beginner 230k

37

Johns Hopkins University COURSE 4.8 Mixed 190k

University of Virginia COURSE 4.6 Beginner 52k

University of Michigan COURSE 4.8 Beginner 110k

University of Michigan COURSE 4.7 Intermediate 21k

University of Michigan COURSE 4.9 Mixed

University of Michigan COURSE 4.8 Beginner 26k

The Hong Kong University of Science and Technology COURSE 4.4 Intermediate 41k

IBM COURSE 4.6 Beginner 170k

3

University of Michigan SPECIALIZATION 4.8 Beginner

University of Amsterdam COURSE 4.7 Mixed 69k

University of Colorado System COURSE 4.9 Beginner 3k

Johns Hopkins University COURSE 4.6 Intermediate

Institute for the Future COURSE 4.8 Beginner

University of Minnesota SPECIALIZATION 4.3 Intermediate 29k

University of Minnesota COURSE 4.7 Mixed 35k

82 Reinforcement Learning University of Alberta SPECIALIZATION 4.7 Intermediate 23k

Duke University COURSE 4.7 Beginner 24k

ESSEC Business School COURSE 4.7 Beginner

University of Colorado System SPECIALIZATION 4.6 Beginner 7.2k

The University of Edinburgh COURSE 4.6 Mixed 16k

University of Minnesota COURSE 4.8 Mixed 15k

Goldsmiths, University of London SPECIALIZATION 4.5 Beginner 170k

Universiteit Leiden COURSE 4.9 Mixed 36k

COURSE 4.9 Intermediate 17k

Robotics University of Pennsylvania SPECIALIZATION 4.4 Beginner 120k

Yale University COURSE 4.9 Beginner 30k

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180

Saint Petersburg State University SPECIALIZATION 4.7 Beginner 7k

ESSEC Business School COURSE 4.5 Mixed 33k

160

SAS PROFESSIONAL CERTIFICATE 4.8 Beginner 370k

SAS PROFESSIONAL CERTIFICATE 4.6 Beginner 2.6k

SQL for Data Science University of California, Davis COURSE 4.6 Beginner 160k

West Virginia University SPECIALIZATION 4.4 Beginner 5.6k

SPECIALIZATION 4.7 Beginner 16k

University of Alberta COURSE 4.8 Intermediate

Northwestern University COURSE 4.5 Mixed 12k

University of Colorado System SPECIALIZATION 4.8 Beginner 9.1k

University of Colorado Boulder COURSE 4.8 Beginner 140k

University of California, Davis COURSE 4.7 Mixed 47k

University of California, Davis SPECIALIZATION 4.4 Intermediate 6.4k

Universiteit Leiden COURSE 4.7 Beginner 14k

19

Google Cloud SPECIALIZATION 4.7 Intermediate 300k

Self-Driving Cars University of Toronto SPECIALIZATION 4.7 Advanced 39k

deeplearning.ai COURSE 4.8 Intermediate 14k

Universidad de los Andes COURSE 4.8 Beginner 110k

California Institute of the Arts COURSE 4.7 Beginner 61k

Google Cloud COURSE 4.5 Advanced 16k

University System of Georgia SPECIALIZATION 4.7 Intermediate 18k

University System of Georgia COURSE 4.7 Intermediate 15k

University of Michigan COURSE 4.8 Beginner 20k

École Polytechnique Fédérale de Lausanne COURSE 4.6 Beginner 22k

Copenhagen Business School SPECIALIZATION 4.6 Beginner 13k

49

Northwestern University SPECIALIZATION 4.6 Beginner 130k

440

University of Pennsylvania COURSE 4.6 Beginner 78k

Columbia University SPECIALIZATION 4.8 Beginner 4.2k

83

Wesleyan University COURSE 4.7 Beginner 220k

Stanford University COURSE 4.8 Advanced 42k

University of Alberta SPECIALIZATION 4.6 Beginner 60k

University of Minnesota SPECIALIZATION 4.6 Intermediate 34k

University of Alberta COURSE 4.7 Mixed 60k

64

University of Alberta SPECIALIZATION 4.6 Beginner 110k

The State University of New York COURSE 4.8 Beginner 17k

Berklee College of Music COURSE 4.8 Beginner 68k

PROFESSIONAL CERTIFICATE 4.9 Beginner 8.8k

University of Colorado Boulder SPECIALIZATION 4.8 Advanced 12k

University of California, Davis COURSE 4.6 Beginner 71k

Georgia Institute of Technology COURSE 4.6 Mixed 430k

200

Northwestern University COURSE 4.7 Intermediate 12k

Duke University COURSE 4.8 Mixed 16k

68

Stanford University COURSE 4.7 Beginner 370k

Stanford University COURSE 4.7 Beginner 17k

170

Imperial College London SPECIALIZATION 4.7 Beginner 16k

University of Michigan SPECIALIZATION 4.6 Beginner 34k

84

Duke University SPECIALIZATION 4.7 Beginner 220k

Stanford University COURSE 4.9 Intermediate 28k

ESSEC Business School SPECIALIZATION 4.3 Advanced 60k

University of California, Irvine COURSE 4.7 Beginner 9.5k

93

University of Illinois at Urbana-Champaign SPECIALIZATION 4.7 Beginner 100k

Copenhagen Business School COURSE 4.7 Mixed 58k

Copenhagen Business School SPECIALIZATION 4.7 Beginner 68k

SPECIALIZATION 4.5 Intermediate 9.2k

Macquarie University SPECIALIZATION 4.8 Intermediate 30k

IESE Business School COURSE 4.6 Beginner 11k

deeplearning.ai COURSE 4.8 Beginner 220k

Success University of Pennsylvania COURSE 4.8 Beginner 38k

40

University of Michigan COURSE 4.8 Mixed

Johns Hopkins University COURSE 4.8 Beginner 11k

Rutgers the State University of New Jersey COURSE 4.7 Beginner 7.9k

New York Institute of Finance SPECIALIZATION 4.6 Intermediate 4.9k

Rutgers the State University of New Jersey COURSE 4.7 Beginner 66k

50

Rutgers the State University of New Jersey SPECIALIZATION 4.7 Beginner 82k

760

Rutgers the State University of New Jersey COURSE 4.8 Beginner 24k

Georgia Institute of Technology COURSE 4.6 Mixed 29k

COURSE 4.8 Mixed 50k

University of Maryland, College Park SPECIALIZATION 4.3 Beginner 45k

COURSE 4.6 Beginner 9.4k

LearnQuest SPECIALIZATION 4.5 Beginner

Google COURSE 4.7 Beginner 62k

SPECIALIZATION 4.4 Intermediate 48k

Johns Hopkins University COURSE 4.9 Mixed 33k

67

Arizona State University SPECIALIZATION 4.9 Beginner 100k

Arizona State University SPECIALIZATION 4.9 Beginner 62k

Arizona State University COURSE 4.9 Mixed 81k

Arizona State University COURSE 4.4 Intermediate

COURSE 4.8 Mixed 53k

University of Colorado Boulder COURSE 4.8 Beginner 49k

41

Google COURSE 4.8 Beginner 280k

27

deeplearning.ai SPECIALIZATION 4.7 Intermediate 170k

deeplearning.ai SPECIALIZATION 4.5 Intermediate 12k

Universiteit Leiden COURSE 4.8 Beginner 90k

Emory University COURSE 4.6 Beginner 130k

Berklee College of Music COURSE 4.8 Intermediate 47k

Northwestern University SPECIALIZATION 4.7 Beginner 23k

University of Toronto COURSE 4.5 Beginner 73k

Google COURSE 4.7 Beginner 130k

65

University of Pennsylvania SPECIALIZATION 4.6 Beginner 22k

97

Berklee College of Music SPECIALIZATION 4.8 Beginner 84k

Universiteit Leiden COURSE 4.7 Intermediate 23k

University of Maryland, College Park COURSE 4.8 Beginner 11k

81

Berklee College of Music SPECIALIZATION 4.8 Beginner 120k

Johns Hopkins University COURSE 4.6 Mixed 420k

University of Pennsylvania COURSE 4.8 Mixed 7.2k

Yale University COURSE 4.8 Mixed 84k

University of Florida COURSE 4.9 Mixed 29k

COURSE 4.6 Mixed 47k

0

University of Virginia COURSE 4.8 Beginner 130k

University of Virginia COURSE 4.8 Beginner 47k

University of Pennsylvania COURSE 4.9 Intermediate 9.4k

University of California, Irvine COURSE 4.6 Mixed 180k

University of California, Irvine COURSE 4.7 Mixed 120k

University of California, Irvine SPECIALIZATION 4.6 Beginner 1.7k

The Hong Kong University of Science and Technology COURSE 4.6 Mixed 50k

American Museum of Natural History COURSE 4.7 Intermediate 12k

University of Michigan COURSE 4.8 Beginner 59k

University of Florida COURSE 4.9 Beginner 13k

2

Yale University COURSE 4.9 Mixed

Berklee College of Music SPECIALIZATION 4.8 Beginner

University of Toronto COURSE 4.6 Mixed 19k

University of California, Davis COURSE 4.5 Intermediate 100k

University of Copenhagen COURSE 4.8 Beginner 26k

University of Colorado Boulder SPECIALIZATION 4.7 Beginner 5.2k

Berklee College of Music COURSE 4.8 Beginner 28k

The University of Edinburgh COURSE 4.7 Mixed 33k

COURSE 4.7 Beginner 14k

Duke University COURSE 4.6 Beginner 200k

IBM COURSE 4.6 Beginner 120k

220

Indian School of Business SPECIALIZATION 4.3 Beginner 68k

UNSW Sydney (The University of New South Wales) COURSE 4.8 Mixed 45k

University of California, Irvine COURSE 4.7 Beginner 110k

University of Geneva COURSE 4.9 Intermediate 5.4k

University of Illinois at Urbana-Champaign SPECIALIZATION 4.8 Intermediate 12k

University of California, Irvine PROFESSIONAL CERTIFICATE 4.6 Beginner 44k

46

California Institute of the Arts SPECIALIZATION 4.7 Beginner 68k

California Institute of the Arts COURSE 4.8 Beginner 25k

Johns Hopkins University COURSE 4.8 Beginner 29k

University of Cape Town COURSE 4.8 Mixed 78k

Stanford University COURSE 4.9 Beginner 89k

Yale University COURSE 4.8 Beginner 24k

SPECIALIZATION 4.4 Intermediate 11k

COURSE 4.8 Beginner 49k

SOAS University of London COURSE 4.5 Mixed 120k

University of Michigan COURSE 4.7 Beginner 30k

The University of Chicago COURSE 4.9 Beginner 130k

Unity SPECIALIZATION 4.5 Intermediate

Unity SPECIALIZATION 4.2 Beginner 12k

COURSE 4.8 Beginner 9.5k

University of Amsterdam COURSE 4.9 Intermediate 3.9k

University of Michigan SPECIALIZATION 4.8 Beginner 23k

University of Minnesota SPECIALIZATION 4.6 Intermediate 43k

350

University of Michigan COURSE 4.8 Mixed 220k

University of Michigan COURSE 4.8 Mixed 310k

Google COURSE 4.7 Beginner 19k

University of Illinois at Urbana-Champaign SPECIALIZATION 4.7 Intermediate 63k

Atlassian COURSE 4.8 Mixed 40k

71

University of Pennsylvania COURSE 4.7 Mixed 150k

Goldsmiths, University of London SPECIALIZATION 4.7 Beginner 37k

University of California, Irvine SPECIALIZATION 4.3 Beginner 23k

University of Pennsylvania COURSE 4.8 Mixed 190k

University of Michigan SPECIALIZATION 4.8 Intermediate 120k

42

University of Michigan SPECIALIZATION 4.7 Beginner 280k

Emory University COURSE 4.7 Beginner 34k

The Museum of Modern Art COURSE 4.7 Beginner 120k

UCL Institute of Education COURSE 4.7 Mixed 35k

University of Pennsylvania COURSE 4.8 Mixed 6.2k

88

IBM COURSE 4.7 Beginner 260k

Northwestern University COURSE 4.6 Mixed

University of California, Davis COURSE 4.7 Beginner 32k

University of Pennsylvania COURSE 4.8 Intermediate 17k

Michigan State University COURSE 4.9 Beginner 12k

Georgia Institute of Technology COURSE 4.7 Mixed 270k

Michigan State University COURSE 4.4 Beginner 18k

69

Stanford University COURSE 4.9 Beginner 140k

University of Illinois at Urbana-Champaign COURSE 4.5 Mixed 17k

University of Toronto SPECIALIZATION 3.9 Intermediate 76k

IESE Business School COURSE 4.7 Beginner 25k

191

École Polytechnique COURSE 4.8 Intermediate 190k

University of California, Irvine SPECIALIZATION 4.5 Beginner 69k

Saint Petersburg State University SPECIALIZATION 4.6 Beginner 14k

E-Learning Development Fund SPECIALIZATION 4.9 Intermediate 68k

National Research University Higher School of Economics SPECIALIZATION 4.5 Beginner 16k

E-Learning Development Fund COURSE 4.8 Beginner 67k

E-Learning Development Fund SPECIALIZATION 4.7 Intermediate 77k

National Research University Higher School of Economics SPECIALIZATION 4.5 Intermediate 19k

National Research University Higher School of Economics COURSE 4.6 Beginner 83k

E-Learning Development Fund COURSE 4.9 Intermediate 41k

Moscow Institute of Physics and Technology COURSE 4.7 Intermediate 45k

SPECIALIZATION 4.5 Intermediate 52k

Saint Petersburg State University COURSE 4.8 Mixed 21k

E-Learning Development Fund SPECIALIZATION 4.5 Intermediate 30k

Saint Petersburg State University SPECIALIZATION 4.6 Intermediate

National Research University Higher School of Economics SPECIALIZATION 4.7 Beginner 38k

course_title course_organization course_Certificate_type course_rating course_difficulty course_students_enrolled
1 3 4 (ISC)² SPECIALIZATION 4.

7 Beginner 5 3k
7

43 A Crash Course in Causality: Inferring Causal Effects from Observational Data University of Pennsylvania COURSE 4.7 Intermediate 17
8 74 A Crash Course in

Data Science Johns Hopkins University 4.5 Mixed 1

3

0
41 A Law Student’s Toolkit Yale University 9
6 35 A Life of Happiness and Fulfillment Indian School of Business 4.8 3

2
66 ADHD: Everyday Strategies for Elementary Students University at Buffalo 39
54 AI For Everyone deeplearning.ai 3

50
48 AI For Medical Treatment 2.

4k
58 AI Foundations for Everyone IBM 61
12 AI for Medical Diagnosis 12k
28 AI for Medical Prognosis 4.6
AI for Medicine 13k
AWS Fundamentals Amazon Web Services 1

30
63 AWS Fundamentals: Addressing Security Risk 4.3 11
86 AWS Fundamentals: Building Serverless Applications 2

7k
2

81 AWS Fundamentals: Going Cloud-Native 1

10
82 AWS Fundamentals: Migrating to the Cloud
8

19 Aboriginal Worldviews and Education University of Toronto 6.

6k
Academic English: Writing University of California, Irvine 5

40
14 Accelerated Computer Science Fundamentals University of Illinois at Urbana-Champaign 22
612 Access Controls 2.

9k
60 Accounting Analytics 80
72 Accounting for Decision Making University of Michigan 9.9k
51 Achieving Personal and Professional

Success 10k
8

38 Actualización en el manejo del paciente con diabetes mellitus tipo 2 Universidad Nacional Autónoma de México 23
33 Addiction Treatment: Clinical Skills for Healthcare Providers 9.2k
24 Advanced Business Analytics University of Colorado Boulder 78
15 Advanced Data Science with IBM 4.4 32
103 Advanced

Machine Learning National Research University Higher School of Economics 1

90
324 Advanced Machine Learning with TensorFlow on

Google Google Cloud 35k
26 Advanced Valuation and Strategy – M&A, Private Equity, and Venture Capital Erasmus University Rotterdam 29
8

25 Advertising and Society Duke University 14k
8

53 Age of Cathedrals 21
75 Agile Development University of Virginia 94
482 Agile Meets Design Thinking 69
212 Agile with

Atlassian 40k
84 Agile и Scrum в работе над проектами и продуктами ScrumTrek 4.9
56 Algorithmic Toolbox University of California San Diego 2

20k
Algorithms Stanford University 150
2

42 Algorithms for Battery Management Systems University of Colorado System
322 American Contract Law I 18
1

59 An Introduction to American Law 23k
2

65 An Introduction to Consumer Neuroscience & Neuromarketing Copenhagen Business School 69k
151 An Introduction to Programming the Internet of Things (IOT) 2

70
7

52 Analysing: Numeric and digital literacies Macquarie University 7.9k
119 Anatomy 30k
302 Anatomy of the Chest, Abdomen, and Pelvis 36
508 Anatomy: Musculoskeletal and Integumentary Systems
79 Ancient Philosophy: Aristotle and His Successors 8.1k
390 Android App Development Vanderbilt University 120
201 Animal Behaviour and Welfare The University of Edinburgh 71
663 Antibiotic Stewardship 11k
514 Anticorrupción: Introducción a conceptos y perspectiva práctica
7

99 Antimicrobial resistance – theory and methods Technical University of Denmark (DTU) 63k
Applied Data Science 220
6

37 Applied Data Science Capstone 42k
Applied Data Science with Python 4

80k
630 Applied Machine Learning in Python 1

50k
4

91 Applied Plotting, Charting & Data Representation in Python 97
88 Aprende a programar con Python Universidad Austral 4.2
512 Aprender 200
55 Aprendiendo a aprender: Poderosas herramientas mentales con las que podrás dominar temas difíciles (Learning How to Learn) 180
437 Architecting with Google Cloud Platform 日本語版 4.2k
Architecting with Google Compute Engine 31
5

73 Architecting with Google Kubernetes Engine 日本語版 3.9
Arizona State University PROFESSIONAL CERTIFICATE 150k
47 Art & Activity: Interactive Strategies for Engaging with Art The Museum of Modern Art 79k
45 Art & Ideas: Teaching with Themes 31k
651 Arts and Culture Strategy National Arts Strategies 15k
326 Arts and Heritage Management Università Bocconi
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77 Aspectos básicos de la planificación y la gestión de proyectos
753 Astrobiology and the Search for Extraterrestrial Life 66k
782 Atención Primaria en Salud: El desafío de las Enfermedades no Transmisibles Pontificia Universidad Católica de Chile 33k
210 Autism Spectrum Disorder University of California, Davis 56k
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85 Autodesk 7.3k
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68 Autodesk CAD/CAM/CAE for Mechanical Engineering
702 Autodesk Certified Professional: AutoCAD for Design and Drafting Exam Prep 22k
590 Autodesk Certified Professional: Revit for Architectural Design Exam Prep 9.7k
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16 BIM Fundamentals for Engineers National Taiwan University
64 Basic Statistics University of Amsterdam 180k
49 Bayesian Statistics: From Concept to Data Analysis University of California, Santa Cruz
602 Bayesian Statistics: Techniques and Models 29k
106 Become a CBRS Certified Professional Installer by Google Google – Spectrum Sharing 210k
294 Become a Journalist: Report the News! Michigan State University 2

8k
809 Become a Sustainable Business Change Agent
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76 Becoming a Sports Agent Case Western Reserve University 6.5k
67 Becoming a changemaker: Introduction to Social Innovation University of Cape Town 61k
269 Behavioral Finance 55k
456 Beyond the Sustainable Development Goals (SDGs): Addressing Sustainability and Development 2.3k
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98 Big Data – Introducción al uso práctico de datos masivos Universitat Autònoma de Barcelona 8.8k
6

87 Biohacking Your Brain’s Health Emory University
565 Biology Meets Programming: Bioinformatics for Beginners 88k
131 Biostatistics in Public Health
751 Blended Language Learning: Design and Practice for Teachers 1.9k
251 Blockchain 68k
143 Blockchain Revolution INSEAD 21k
4

62 Blockchain Revolution in Financial Services 1.6k
719 Blockchain: Foundations and Use Cases ConsenSys Academy
645 Boosting Creativity for Innovation HEC Paris 9.5k
Brand Management: Aligning Business, Brand and Behaviour London Business School 57
238 Branding: The Creative Journey IE Business School 26k
486 Budgeting and Scheduling Projects 84k
688 Bugs

101 University of Alberta
3

95 Build a Modern Computer from First Principles: From Nand to Tetris (Project-Centered Course) Hebrew University of Jerusalem 95k
653 Building Batch Data Pipelines on GCP
670 Building Conversational Experiences with Dialogflow
884 Building Resilient Streaming Analytics Systems on GCP 5.8k
610 Building Scalable Java Microservices with Spring Boot and Spring Cloud 24k
824 Building Your Leadership Skills 67k
280
611 Business English 38k
168 Business English Communication Skills University of Washington 120k
738 Business English: Networking 77k
Business Foundations 510
410 Business Model Innovation
96 Business Statistics and Analysis Rice University 110
126 Business Strategies for A Better World
104 Business Strategy 89
233 Business Technology Management
478 Business Transformation with Google Cloud
539 Business Writing 48k
Business and Financial Modeling 1

60k
662 C for Everyone:

Programming Fundamentals
222 C# Programming for

Unity 36k
COVID-19 Contact Tracing 220k
450 COVID-19: What You Need to Know (CME Eligible) Osmosis 32k
525 Cameras, Exposure, and Photography 130k
107 Camino a la Excelencia en Gestión de Proyectos 34
536 Capstone: Retrieving, Processing, and Visualizing Data with Python 82k
44 Career Success 790
736 Challenging Forensic Science: How Science Should Speak to Court University of Lausanne
718 Chemicals and Health
726 Chicken Behaviour and Welfare 19k
161 Child Nutrition and Cooking
737 Chinese for HSK 1 Peking University
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848 Classical Sociological Theory 51k
197 Claves de la Dirección de Empresas IESE Business School
457 Climate Change and Health: From Science to Action 4.8k
27 Clinical Terminology for International and U.S. Students University of Pittsburgh
349 Cloud Computing 110k
777 Cloud Computing Basics (Cloud 101) LearnQuest 37k
Cloud Engineering with Google Cloud 310k
276 Coaching Skills for Managers
655 Code Yourself! An Introduction to Programming
709 Communication Skills for Engineers
305 Communication Strategies for a Virtual Age 43k
890 Compassionate Leadership Through Service Learning with Jane Goodall and Roots & Shoots 6.4k
406 Competencias digitales. Herramientas de ofimática (Microsoft Word, Excel, Power Point)
474 Competitive Strategy and Organization Design Ludwig-Maximilians-Universität München (LMU) 350
391 Computational Social Science
221 Computational Thinking for Problem Solving
621 Computer Security and Systems Management
439 Conflict Management
728 Construction Cost Estimating and Cost Control Columbia University
Construction Management
290 Construction Project Management
794 Construction Scheduling
300 Contabilidad para no contadores
273 Content Strategy for Professionals Northwestern University
448 Continuous Delivery & DevOps
815 Control of Mobile Robots Georgia Institute of Technology 49k
207 Convolutional Neural Networks 240
358 Convolutional Neural Networks in TensorFlow 46
725 Corporate & Commercial Law I: Contracts & Employment Law
458 Corporate Finance Essentials
714 Corporate Strategy UCL School of Management 7.8k
301 Corporate Sustainability. Understanding and Seizing the Strategic Opportunity
691 Corrección, estilo y variaciones de la lengua española 75k
854 Cost and Economics in Pricing Strategy
544 Costos para los Negocios Universidad de Chile
179 Crash Course on Python 81k
463 Creative Problem Solving University of Minnesota 140
Creative Writing Wesleyan University 140k
371 Creative Writing: The Craft of Plot
7

93 Creatividad, diseño e innovación: Técnicas y herramientas
678 Cuidado de heridas en el ámbito hospitalario
730 Cuidados y procedimientos generales en la atención del recién nacido
248 Culture-Driven Team Building 17k
820 Curanderismo: Traditional Healing Using Plants University of New Mexico 5.5k
566 Customer Segmentation and Prospecting 18k
372 Cybersecurity University of Maryland, College Park 99k
821 Cybersecurity and Its Ten Domains University System of Georgia
497 Cybersecurity for Business
800 Cómo hablar bien en público
764 Dairy Production and Management The Pennsylvania State University
812 Data Analysis and Interpretation 100
Data Analysis and Presentation Skills: the

PwC
277 Data Analysis with Python
605 Data Analytics for Lean Six Sigma
7

83 Data Collection and Processing with Python
679 Data Engineering on Google Cloud Platform 日本語版
Data Engineering with Google Cloud
Data Engineering, Big Data, and Machine Learning on GCP
383 Data Management for Clinical Research
434 Data Mining
830
399 Data Science Math Skills
198 Data Science Methodology 89k
Data Science: Foundations using R 740
148 Data Science: Statistics and Machine Learning
686 Data Visualization and Communication with Tableau
804 Data Visualization with Advanced Excel
420 Data Visualization with Python
Data Visualization with Tableau 96k
288 Data Warehousing for Business Intelligence
871 Data and Health Indicators in Public Health Practice
376 Data-driven Decision Making
263 Databases and

SQL for Data Science
519 De-Mystifying Mindfulness Universiteit Leiden
813 Decision-Making and Scenarios
Deep Learning 6

90k
599 Democracia y decisiones públicas. Introducción al análisis de políticas públicas 44k
806 Dentistry 101 4.5k
627 Dermatology: Trip to skin Novosibirsk State University 8.2k
Design Thinking for Innovation
674 Design Thinking for the Greater Good: Innovation in the Social Sector
139 Design and Interpretation of Clinical Trials
522 Design and Make Infographics (Project-Centered Course)
430 Design-Led Strategy: Design thinking for business strategy and entrepreneurship The University of Sydney
338 Developing APIs with Google Cloud’s Apigee API Platform 16k
Developing Applications with Google Cloud Platform 300k
644 Developing Applications with Google Cloud Platform 日本語版
720 Developing Industrial Internet of Things
756 Developing Your Musicianship Berklee College of Music 41k
205 54k
397 Devenir entrepreneur du changement Ticket for Change
239 Digital Advertising Strategy
855 Digital Business Models Lund University
237 Digital Manufacturing & Design Technology
Digital Marketing 380
852 Digital Media and Marketing Strategies
Digital Product Management
381 Digital Product Management: Modern Fundamentals 58k
490 Dino 101: Dinosaur Paleobiology
697 Discrete Optimization The University of Melbourne
675 Diseño Instruccional: Aprendizaje activo y Pedagogía digital Tecnológico de Monterrey
711 Diseño y Creación de un Emprendimiento Social
378 Divide and Conquer, Sorting and Searching, and Randomized Algorithms
3

92 Dog Emotion and Cognition
624 Driving business towards the Sustainable Development Goals 5.6k
487 Drug Commercialization
342 Drug Discovery 39k
166 Dynamic Public Speaking
832 EMT Foundations 7.1k
494 Ecology: Ecosystem Dynamics and Conservation American Museum of Natural History
641 Econometrics: Methods and Applications
229 Economics of Money and Banking 83k
707 Ecosystem Services: a Method for Sustainable Development University of Geneva
773 Effective Compliance Programs 3.4k
636 Egiptología (Egyptology)
789 El Abogado del Futuro: Legaltech y la Transformación Digital del Derecho 1.5k
564 Elastic Google Cloud Infrastructure: Scaling and Automation
870 Electric Industry Operations and Markets
122 Electronic

Music Production
733 Emerging Technologies: From Smartphones to IoT to Big Data Yonsei University
267 Energy Production, Distribution & Safety
461 Engineering Health: Introduction to Yoga and Physiology New York University
560 Engineering Project Management: Initiating and Planning
613 English Composition I 200k
225 English for Business and

Entrepreneurship 230
175 English for Career Development 760
303 English for Journalism
547 English for Research Publication Purposes Moscow Institute of Physics and Technology
598 English for Science, Technology, Engineering, and Mathematics
770 Enterprise Architecture Peter the Great St. Petersburg Polytechnic University 2.4k
292 Entrepreneurial Finance: Strategy and Innovation
246 Entrepreneurship 1: Developing the Opportunity 86k
496 Entrepreneurship 2: Launching your Start-Up
704 Entrepreneurship 3: Growth Strategies
623 Entrepreneurship Strategy: From Ideation to Exit
502 Entrepreneurship: Launching an Innovative Business
527 Epidemics – the Dynamics of Infectious Diseases 45k
570 Epidemics, Pandemics and Outbreaks
426 Epidemiology for Public Health Imperial College London
Epidemiology in Public Health Practice
351 Epidemiology: The Basic Science of Public Health The University of North Carolina at Chapel Hill
708 Epigenetic Control of Gene Expression
444 Equine Welfare and Management 7.2k
693 Esports 1.8k
454 Essential Epidemiologic Tools for Public Health Practice
446 Essential Google Cloud Infrastructure: Core Services
347 Essential Google Cloud Infrastructure: Foundation
314 Essentials in Clinical Simulations Across the Health Professions The George Washington University 4.1
436 Essentials of Corporate Finance
319 Essentials of Global Health
847 Estadística y probabilidad
881 Evaluación educativa
256 Everyday Excel, Part 1
278 Everyday Parenting: The ABCs of Child Rearing
Excel Skills for Business
591 Excel Skills for Business: Advanced
Excel Skills for Business: Essentials
218 Excel Skills for Business: Intermediate I 76k
419 Excel Skills for Business: Intermediate II
Excel to MySQL: Analytic Techniques for Business 490k
124 Excel/VBA for Creative Problem Solving
418 Excel/VBA for Creative Problem Solving, Part 1
137 Executive Data Science 1

70k
880 Explorando la Energía Sustentable 28k
Fashion as Design
509 Feminism and Social Justice
442 FinTech Law and Policy
531 FinTech: Finance Industry Transformation and Regulation The Hong Kong University of Science and Technology
453 FinTech: Foundations, Payments, and Regulations
Finance & Quantitative Modeling for Analysts 260
257 Finance for Non-Finance Professionals
778 Finance for Non-Financial Managers
Financial Accounting Fundamentals 65k
396 Financial Acumen for Non-Financial Managers
158 Financial Engineering and Risk Management Part I 100k
149 Financial Management
Financial Markets 470
259 Financial Markets and Investment Strategy
682 Financial Reporting
356 Financial Technology (Fintech) Innovations
382 Financing and Investing in Infrastructure
366 Finanzas corporativas
552 Finanzas personales
109 Finding Purpose and Meaning In Life: Living for What Matters Most
Fintech: Foundations & Applications of Financial Technology
113 First Step Korean 400
102 Food & Beverage Management
174 Forensic Accounting and Fraud Examination West Virginia University
851 Formulación y evaluación de proyectos complejos Universidad de los Andes 4.4k
337 Foundational Finance for Strategic Decision Making
721 Foundations of Business Strategy
775 Foundations of Everyday Leadership 62k
313 Foundations of Global Health
209 Foundations of Management 64k
569 Foundations of Marketing Analytics
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Positive Psychology
521 Foundations of Public Health Practice 3.2k
203 From Data to Insights with Google Cloud Platform
698 From the Big Bang to Dark Energy The University of Tokyo 52k
863 Front-End Web Development with React
501 Front-End Web UI Frameworks and Tools: Bootstrap 4
108 Full Stack Web and Multiplatform Mobile App Development
Full-Stack Web Development with React
Functional Programming Principles in Scala École Polytechnique 170
Functional Programming in Scala
441 Fundamental Neuroscience for Neuroimaging
295 Fundamentals of Accounting
164 Fundamentals of Computing
581 Fundamentals of Engineering Exam Review
425 Fundamentals of GIS
162 Fundamentals of Graphic Design California Institute of the Arts 290k
Fundamentals of Immunology
415 Fundamentals of Immunology: Innate Immunity and B-Cell Function
633 Fundamentals of Music Theory
Fundamentals of Project Planning and Management
165 Fundamentals of Quantitative Modeling
475 Fundamentals of

Reinforcement Learning
520 Fundamentals of Visualization with Tableau
742 Fundamentos Empresariales 25k
857 Fundamentos Estratégicos Empresariales
724 Fundamentos de Excel para Negocios
388 Fundamentos de Finanzas Empresariales
705 Fundamentos de la escritura 47k
370 Fundraising and Development 4.9k
145 Futures Thinking Institute for the Future 9.4k
115 G Suite Administration
286 GIS, Mapping, and Spatial Analysis
206 Game Design and Development
141 Game Theory 260k
268 Gamification
802 Gender and Sexuality: Diversity and Inclusion in the Workplace
Genomic Data Science
Geographic Information Systems (GIS)
694 Geopolitics of Europe Sciences Po
567 Geopolítica y gobernanza global: riesgos y oportunidades ESADE Business and Law School 34k
650 Gestión de organizaciones efectivas
540 Get Interactive: Practical Teaching with Technology Bloomsbury Learning Exchange
681 Getting Started With Music Theory 59k
568 Getting Started with AWS Machine Learning 73k
734 Getting Started with Go
422 Getting Started with Google Kubernetes Engine
411 Getting Started with Google Sheets
538 Getting Started with

SAS
192 Global Diplomacy – Diplomacy in the Modern World SOAS

University of London
Global Diplomacy: the United Nations in the World SOAS University of London
643 Global Energy and Climate Policy
578 Global Environmental Management
835 Global Financial Markets and Instruments
761 Global Financing Solutions (by EDHEC and Société Générale) EDHEC Business School 3.6k
Global Trends for Business and Society 7.6k
717 Globalization, Economic Growth and Stability
355 Good with Words: Writing and Editing 3.8k
227 Google Cloud Platform Big Data and Machine Learning Fundamentals
849 Google Cloud Platform Fundamentals for AWS Professionals
Google IT Automation with Python 93k
Google IT Support
385 Grammar and Punctuation 430k
513 Graphic Design Elements for Non-Designers
287 Greek and Roman Mythology
369 Greening the Economy: Sustainable Cities
757 Guitar for Beginners
710 Gut Check: Exploring Your Microbiome
329 HTML, CSS, and Javascript for Web Developers
231 Habilidades Gerenciales
785 Hacia una práctica constructivista en el aula
803 Hardware Description Languages for FPGA Design 7.4k
429 Healing with the Arts University of Florida
244 Health Informatics
739 Health Information Literacy for Data Analytics 5.4k
373 Healthcare Law 1.7k
423 Healthcare Marketplace
596 Healthcare Organization Operations Rutgers the State University of New Jersey
845 High Performance Collaboration: Leadership, Teamwork, and Negotiation
700 Homeland Security and Cybersecurity
177 Hotel Management: Distribution, Revenue and Demand Management ESSEC Business School
554 How Things Work: An Introduction to Physics 170k
767 How To Create a Website in a Weekend! (Project-Centered Course) The State University of New York 3.3
609 How to Start Your Own Business
Human Resource Management: HR for People Managers 98k
IBM AI Engineering
571 IBM AI Enterprise Workflow 3.5k
IBM Applied AI
408 IBM Customer Engagement Specialist Professional Certificate 3.3k
IBM Data Science 480
IT Fundamentals for Cybersecurity
476 IT Security: Defense against the digital dark arts
856 Identifying, Monitoring, and Analyzing Risk and Incident Response and Recovery
562 Implementación del Marketing Mix
640 Implementing RPA with Cognitive Automation and Analytics Automation Anywhere 2.2k
Improve Your English Communication Skills 610k
123 Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization 270
748 Improving Leadership & Governance in Nonprofit Organizations Luther College at the University of Regina
318 In the Studio: Postwar Abstract Painting
Indigenous Canada
572 Industrial IoT on Google Cloud Platform
401 Infectious Disease Modelling
805 Influencer

Marketing Strategy
224 Influencing: Storytelling, Change Management and Governance
549 Information Security: Context and Introduction Royal Holloway, University of London
537 Information Visualization
485 Information​ ​Systems
169 Initiating and Planning Projects
365 Innovation Management
747 Innovation Through Design: Think, Make, Break, Repeat
673 Innovation: From Creativity to Entrepreneurship
219 Inspirational Leadership: Leading with Sense 72k
184 Inspired Leadership
443 Inspiring and Motivating Individuals 85k
345 Instructional Design Foundations and Applications
837 Instructional Methods in Health Professions Education
171 Integrative Health and Medicine
Intellectual Property Law 8.7k
128 Interaction Design
762 Intercultural Management ESCP Business School
451 International Business Essentials
701 International Cyber Conflicts
404 International Humanitarian Law in Theory and Practice Kalshoven-Gieskes Forum
579 International Law in Action: A Guide to the International Courts and Tribunals in The Hague
International Law in Action: the Arbitration of International Disputes
228 International Leadership and Organizational Behavior
615 International Marketing & Cross Industry Growth
346 International Organizations Management
447 International Security Management
193 International Women’s Health and Human Rights
593 International migrations: a global issue
667 Internet Connection: How to Get Online?
834 Internet Giants: The Law and Economics of Media Platforms The University of Chicago
582 Interviewing and Resume Writing in English
495 Introducción a Data Science: Programación Estadística con R
327 Introducción a la programación en Python I: Aprendiendo a programar con Python
844 Introduction aux Droits de l’Homme
Introduction to Ableton Live
427 Introduction to Artificial Intelligence (AI)
862 Introduction to Big Data 160
608 Introduction to Blockchain Technologies
620 Introduction to Breast Cancer
713 Introduction to Business Analytics: Communicating with Data
664 Introduction to CSS3
412 Introduction to Calculus 53k
879 Introduction to Chemistry: Reactions and Ratios
421 Introduction to Classical Music
594 Introduction to Cloud Computing 2.6k
780 Introduction to Computer Programming Goldsmiths, University of London
254 Introduction to Computer Science and Programming
336 Introduction to Corporate Finance
723 Introduction to Cyber Attacks
183 Introduction to Cyber Security
469 Introduction to Cybersecurity Tools & Cyber Attacks
548 Introduction to Data Analysis Using Excel
Introduction to Data Science
187 Introduction to Data Science in Python 390k
253 Introduction to Dental Medicine
196 Introduction to Discrete Mathematics for Computer Science
745 Introduction to Electronics
649 Introduction to Embedded Systems Software and Development Environments
628 Introduction to Engineering Mechanics
511 Introduction to Environmental Law and Policy
204 Introduction to Financial Accounting
377 Introduction to Forensic Science Nanyang Technological University, Singapore
850 Introduction to Game Development
499 Introduction to Genetics and Evolution 74k
878 Introduction to Genomic Technologies
307 Introduction to HTML5
774 Introduction to Imagemaking
689 Introduction to Intellectual Property
417 Introduction to International Criminal Law
136 Introduction to Marketing
340 Introduction to Mathematical Thinking 270k
533 Introduction to Operations Management 87k
542 Introduction to Personal Branding
235 Introduction to Philosophy 370k
617 Introduction to Portfolio Construction and Analysis with Python
473 Introduction to Probability and Data 160k
Introduction to Programming in C
308 Introduction to Programming with MATLAB
Introduction to Psychology
293 Introduction to Scripting in Python
729 Introduction to

Self-Driving Cars
339 Introduction to Spreadsheets and Models
766 Introduction to Statistics & Data Analysis in Public Health
312 Introduction to Sustainability
250 Introduction to Systematic Review and Meta-Analysis
758 Introduction to Systems Engineering UNSW Sydney (The University of New South Wales)
Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning
735 Introduction to Thermodynamics: Transferring Energy from Here to There 4.1k
659 Introduction to Trading, Machine Learning & GCP New York Institute of Finance
557 Introduction to Typography
428 Introduction to User Experience Design
744 Introduction to User Experience Principles and Processes
625 Introduction to Web Development
194 Introduction to the Biology of Cancer
Introductory Human Physiology
741 Introdução aos Princípios e Práticas da Gestão De Projetos Universidade de São Paulo
866 Introdução à Ciência da Computação com Python Parte 1
Investment Management
147 Investment Management with Python and Machine Learning
195 Investment and Portfolio Management
639 Japanese for beginners 1 Saint Petersburg State University
Java Programming and Software Engineering Fundamentals
518 Java Programming: Solving Problems with Software
586 Julia Scientific Programming
546 Kotlin for Java Developers JetBrains
516 L’excellence opérationnelle en pratique
750 L’impact investing, la finance qui change le monde 6.3k
654 Leadership Development for Engineers
577 Leadership in 21st Century Organizations
656 Leading Healthcare Quality and Safety
Leading People and Teams
755 Leading for Equity, Diversity and Inclusion in Higher Education 5.9k
433 Leading: Human Resource Management and Leadership
155 Learn Chinese: HSK Test Preparation
786 Learn English Tsinghua University
394 Learn English: Advanced Academic Speaking and Listening 78k
271 Learn English: Advanced Grammar and Punctuation
172 Learn English: Intermediate Grammar
360 Learn Mandarin Chinese Shanghai Jiao Tong University
Learn SQL Basics for Data Science
112 Learn Spanish: Basic Spanish Vocabulary
Learn to Program: The Fundamentals
311 Learn to Speak Korean 1
Learning to Teach Online
839 Legal Tech & Startups
541 Les Fondamentaux de la Négociation
699 Liderazgo efectivo para el siglo XXI
843 Linear Circuits 1: DC Analysis
769 Love as a Force for Social Justice
181
3.2m
831 Machine Learning Foundations: A Case Study Approach
352 Machine Learning and Reinforcement Learning in Finance 3.7
585 Machine Learning for All
264 Machine Learning for Business Professionals
178 Machine Learning for Trading
321 Machine Learning with Python
125 Machine Learning with TensorFlow on Google Cloud Platform
791 Magic in the Middle Ages Universitat de Barcelona
435 Making Architecture IE School of Architecture & Design
Management of Fashion and Luxury Companies
467 Managerial Accounting Fundamentals
409 Managerial Economics and Business Analysis
Managing Innovation and Design Thinking
556 Managing Project Risks and Changes
558 Managing Social and Human Capital
796 Managing Your Health: The Role of Physical Therapy and Exercise
Market Research
241 Marketing Digital
325
449 Marketing Gerencial
Marketing Mix Implementation
211
669 Marketing Verde
367 Marketing con Redes Sociales
Marketing in a Digital World
550 Mastering Data Analysis in Excel 280k
575 Mastering Final Cut Pro 8.4k
563 Mastering Software Development in R
840 Materials Science: 10 Things Every Engineer Should Know
Mathematics for Data Science
Mathematics for Machine Learning
223 Mathematics for Machine Learning: Linear Algebra
528 Mathematics for Machine Learning: Multivariate Calculus
873 Mathematics for Machine Learning: PCA
335 Medical Cannabis: The Health Effects of THC and CBD
214 Medical Neuroscience
258 Memoir and Personal Essay: Write About Yourself
Methods and Statistics in Social Sciences
489 Microeconomics Principles
464 Microeconomics: The Power of Markets
Mindshift: Break Through Obstacles to Learning and Discover Your Hidden Potential McMaster University 230k
517 Miracles of Human Language: An Introduction to Linguistics
505 Model Thinking
706 Modeling Risk and Realities
Modern Art & Ideas
296 Modern Big Data Analysis with SQL Cloudera
333 Modern

Robotics
523 Modernizing Data Lakes and Data Warehouses with GCP 9.1k
176 Moral Foundations of Politics
481 More Introduction to Financial Accounting
652 Mountains 101
597 Municipal Solid Waste Management in Developing Countries
188 Music Business
784 Music Business Foundations
685 Nanotechnology: A Maker’s Course
431 Natural Language Processing in TensorFlow
341 Negociación exitosa: Estrategias y habilidades esenciales (en español)
226 Negotiation, Mediation and Conflict Resolution
842 Networking and Security Architecture with

VMware
Networking in Google Cloud
Neural Networks and Deep Learning 630k
471 Neurolinguistics
795 New Approaches to Countering Terror: Countering Violent Extremism
343 Newborn Baby Care 5.3k
252 Nutrición y obesidad: control de sobrepeso
535 Nutrition and Lifestyle in Pregnancy
255 Object Oriented Java Programming: Data Structures and Beyond 250k
Object Oriented Programming in Java 330k
Object-Oriented Data Structures in C++
887 Object-Oriented Design
323 Oil & Gas Industry Operations and Markets
416 Open Source Software Development, Linux and Git The Linux Foundation
316 Operating Systems and You: Becoming a Power User
398 Operations Analytics
472 Optical Engineering 6.2k
116 Organizational Leadership 92k
867 Osteoarchaeology: The Truth in Our Bones
765 Palliative Care: It’s Not Just Hospice Anymore
526 Palo Alto Networks
445 Parallel, Concurrent, and Distributed Programming in Java
872 Particle Physics: an Introduction
309 Patient Safety
810 Patrocinio Deportivo
362 People Analytics
665 Perfect Tenses and Modals
668 Periodismo digital y combate a las fake news 8.9k
105 Photography Basics and Beyond: From Smartphone to DSLR
503 Plant Bioinformatic Methods
477 Politics and Economics of International Energy
216 Positive Psychiatry and Mental Health
291
606 Positive Psychology: Applications and Interventions
Positive Psychology: Martin E. P. Seligman’s Visionary Science
646 Positive Psychology: Resilience Skills
348 Power Electronics
320 Practical Data Science with MATLAB MathWorks
692 Practical Time Series Analysis
808 Preparing for the Google Cloud Associate Cloud Engineer Exam
389 Preparing to Manage Human Resources
299 Presentation Skills: Speechwriting, Slides and Delivery E-Learning Development Fund
215 Pricing Strategy Optimization BCG
Primeros Auxilios Psicológicos (PAP)
114 Private Equity and Venture Capital
683 Probabilistic Graphical Models 1: Representation
715 Probability and Statistics: To p or not to p?
626 Process Mining: Data science in Action Eindhoven University of Technology
364 Programming Foundations with JavaScript, HTML and CSS
732
Programming for Everybody (Getting Started with Python) 1.3m
208 Programming with Google Go
731 Project Execution
284 Project Launch 190k
Project Management & Other Tools for Career Development 440
Project Management Principles and Practices
Psychological First Aid
424 Public Policy Challenges of the 21st Century
279 Python Basics
869 Python Classes and Inheritance
111 Python Data Structures 420k
555 Python Functions, Files, and Dictionaries
374 Python and Statistics for Financial Analysis
152 Python for Data Science and AI
Python for Everybody 1.5m
823 Quantitative Methods
827 Queering Identities: LGBTQ+ Sexuality and Gender Identity
317 R Programming 480k
771 Ready, Set, Future! Introduction to Futures Thinking 7.7k
553 Recommender Systems
658 Recruiting, Hiring, and Onboarding Employees
532 Renewable Energy and Green Building Entrepreneurship
634 Reporting extra-financier et stratégie RSE 5.2k
868 Requirements Engineering: Secure Software Specifications
876 Research Data Management and Sharing
622 Resilience in Children Exposed to Trauma, Disaster and War: Global Perspectives
289 Responsive Website Development and Design
414 Rethinking International Tax Law
386 Revisão Sistemática e Meta-análise Universidade Estadual de Campinas
315
632 Roman Architecture
833 Russian Alphabet
Russian for beginners А1. Русский язык: A1
331 Réussir le Changement
SAS Programmer
393 SAS Visual Business Analytics
332
601 Sales Operations/Management
781 Sales Training for High Performing Teams HubSpot Academy
763 Sample-based Learning Methods 6.8k
860 Scaling Operations: Linking Strategy and Execution
368 School Health for Children and Adolescents
121 Science of Exercise
629 Search Engine Optimization Fundamentals
836 Secure Coding Practices
712 Security & Safety Challenges in a Globalized World
Security in Google Cloud Platform
154
285 Sequence Models
772 Sexualidad…mucho más que sexo
695 Sharpened Visions: A Poetry Workshop
304 Site Reliability Engineering: Measuring and Managing Reliability
167 Six Sigma Green Belt
792 Six Sigma and the Organization (Advanced)
814 Sleep: Neurobiology, Medicine, and Society
660 Smart Cities – Management of Smart Urban Infrastructures
817 Social Entrepreneurship
Social Media Marketing
Social Norms, Social Change I
574 Social Policy for Social Services & Health Practitioners
Social Psychology
506 Social and Economic Networks: Models and Analysis
186 Software Design and Architecture
402 Software Development Lifecycle
859 Software Processes and Agile Practices
Software Product Management
515 Solar Energy Basics
600 Songwriting: Writing the Lyrics
363 Soporte de Tecnologías de la Información de Google Crece con Google
754 Spacecraft Dynamics and Control
504 Spanish Vocabulary: Meeting People
334 Speak English Professionally: In Person, Online & On the Phone
Sports Marketing
580 Sports and Society
Stanford Introduction to Food and Health
680 Stanford’s Short Course on Breastfeeding
Statistical Analysis with R for Public Health
127 Statistics with Python
Statistics with R
657 Stories of Infection
648 Strategic Business Analytics
822 Strategic Business Management – Microeconomics
Strategic Leadership and Management
801 Strategic Management
202 Strategic Management and Innovation
592 Strategic Sales Management Fundação Instituto de Administração
798 Strategising: Management for Global Competitive Advantage
749 Strategy and Sustainability
189 Structuring Machine Learning Projects
455
Successful Negotiation: Essential Strategies and Skills 750k
588 Summary Statistics in Public Health
483 Supply Chain Analytics
432 Supply Chain Finance and Blockchain Technology
384 Supply Chain Logistics
Supply Chain Management
Supply Chain Operations
306 Supply Chain Principles
328 Supporting children with difficulties in reading and writing UCL Institute of Education
344 Survey Data Collection and Analytics
583 Sustainable Tourism – promoting environmental public health University of Copenhagen
387 Swift 5 iOS Application Developer 3.9k
403 System Administration and IT Infrastructure Services
484 Systems Biology and Biotechnology Icahn School of Medicine at Mount Sinai
647 Systems Thinking In Public Health
TESOL Certificate, Part 1: Teach English Now!
234 TESOL Certificate, Part 2: Teach English Now!
559 Teach English Now! Foundational Principles
807 Teach English Now! Teaching Language Online 8.5k
788 Teaching Character and Creating Positive Classrooms Relay Graduate School of Education
466 Teamwork Skills: Communicating Effectively in Groups
Technical Support Fundamentals
TensorFlow in Practice
217 TensorFlow: Data and Deployment
298 Terrorism and Counterterrorism: Comparing Theory and Practice
460 The Addicted Brain
507 The Art of Music Production
133 The Art of Sales: Mastering the Selling Process
375 The Arts and Science of Relationships: Understanding Human Needs
135 The Bits and Bytes of Computer Networking
The Business of Health Care
The Business of Music Production
768 The Changing Global Order
759 The Cycle: Management of Successful Arts and Cultural Organizations
The DIY Musician
243 The Data Scientist’s Toolbox
864 The Economics of Health Care Delivery
274 The Global Financial Crisis
587 The Horse Course: Introduction to Basic Care and Management
282 The Manager’s Toolkit: A Practical Guide to Managing People at Work Birkbeck, University of London
357 The Modern World, Part One: Global History from 1760 to

191
671 The Modern World, Part Two: Global History since 1910
576 The Oral Cavity: Portal to Health and Disease
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