Graph Algorithms and Machine Learning, Certificate | Part time online | Massachusetts Institute of Technology (MIT) | United States
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Graph Algorithms and Machine Learning

4 days
Duration
2500 USD/full
2500 USD/full
Unknown
Tuition fee
Unknown
Apply date
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Start date

About

In the Graph Algorithms and Machine Learning course offered by Massachusetts Institute of Technology (MIT) , designed for technical professionals who work with large quantities of data, you will enhance your ability to extract useful insights from large and structured data sets.

Overview

What you will learn

By participating in the Graph Algorithms and Machine Learning course offered by Massachusetts Institute of Technology (MIT) , you will:

  • Learn how to model structured data with graphs
  • Enhance your understanding of real-world graph properties and how to generate synthetic graphs
  • Master fundamental graph algorithms
  • Discuss parallelism and how it can be used to speed up graph processing
  • Examine performance characteristics of graph algorithms
  • Assess the state-of-the-art graph processing tools available today and learn to use certain graph software
  • Explore the pros and cons of different graph processing approaches
  • Acquire a new set of tools for improving the effectiveness and performance of machine learning pipelines

Programme Structure

The program focuses on:

  • graph analytics
  • applications of graphs
  • the structure of real-world graphs
  • fast graph algorithms
  • synthetic graph generation
  • performance optimizations
  • programming frameworks
  • learning on graphs
  • software performance engineering concepts
  • parallelism, caching, and compression, in the context of graph processing
  • different design choices

Key information

Duration

  • Part-time
    • 4 days

Start dates & application deadlines

Language

English

Credits

1 alternative credits

Delivered

Online

Academic requirements

We are not aware of any specific GRE, GMAT or GPA grading score requirements for this programme.

English requirements

We are not aware of any English requirements for this programme.

Other requirements

General requirements

  • Participants should have general knowledge of computer science at an undergraduate level, as well as some programming experience—Python and C++ are preferred.

Technological requirements

  • The NetworkX Python package will be used for some demonstrations and exercises, and so your laptop or computer must be compatible with the software. 

Tuition Fee

To always see correct tuition fees
  • International

    2500 USD/full
    Tuition Fee
    Based on the tuition of 2500 USD for the full programme during 4 days.
  • National

    2500 USD/full
    Tuition Fee
    Based on the tuition of 2500 USD for the full programme during 4 days.

Funding

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Graph Algorithms and Machine Learning
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