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Harvard University

Algorithms for Big Data

Harvard University via YouTube

Overview

Imagine data so large that there is not enough memory to store the data on your computer.

The series of 25 lectures from Harvard University would cover topics such as Sketching/Streaming, Dimensional Reduction when data has higher dimensions, speed up clustering algorithms, large scale machine learning, deal with regression problems, compress sensing, external memory problem (measure disk I/Os instead of the number of instructions) and other such models and algorithms for big data.

It would also cover topics such as Logistics, course topics, basic tail bounds (Markov, Chebyshev, Chernoff, Bernstein), Morris' algorithm.

Syllabus

Algorithms for Big Data (COMPSCI 229r), Lecture 1.
Algorithms for Big Data (COMPSCI 229r), Lecture 2.
Algorithms for Big Data (COMPSCI 229r), Lecture 3.
Algorithms for Big Data (COMPSCI 229r), Lecture 4.
Algorithms for Big Data (COMPSCI 229r), Lecture 5.
Algorithms for Big Data (COMPSCI 229r), Lecture 6.
Algorithms for Big Data (COMPSCI 229r), Lecture 7.
Algorithms for Big Data (COMPSCI 229r), Lecture 8.
Algorithms for Big Data (COMPSCI 229r), Lecture 9.
Algorithms for Big Data (COMPSCI 229r), Lecture 10.
Algorithms for Big Data (COMPSCI 229r), Lecture 11.
Algorithms for Big Data (COMPSCI 229r), Lecture 12.
Algorithms for Big Data (COMPSCI 229r), Lecture 13.
Algorithms for Big Data (COMPSCI 229r), Lecture 14.
Algorithms for Big Data (COMPSCI 229r), Lecture 15.
Algorithms for Big Data (COMPSCI 229r), Lecture 16.
Algorithms for Big Data (COMPSCI 229r), Lecture 17.
Algorithms for Big Data (COMPSCI 229r), Lecture 18.
Algorithms for Big Data (COMPSCI 229r), Lecture 19.
Algorithms for Big Data (COMPSCI 229r), Lecture 20.
Algorithms for Big Data (COMPSCI 229r), Lecture 21.
Algorithms for Big Data (COMPSCI 229r), Lecture 22.
Algorithms for Big Data (COMPSCI 229r), Lecture 23.
Algorithms for Big Data (COMPSCI 229r), Lecture 24.
Algorithms for Big Data (COMPSCI 229r), Lecture 25.

Taught by

Harvard University

Reviews

5.0 rating, based on 6 Class Central reviews

Start your review of Algorithms for Big Data

  • Good course
    It helped a lot
    I learned a new thing
    It is very nice
    Iyoo ennala mudila
    Thala sutudu
    100 words yeppa complete aagumo
  • Ertan TAMTÜRK
    Harvard Üniversitesi kendi öğrencileri dışındaki diğer öğrenciler için çok verimli uygulama , umarım daha geniş kapsamlı olur. Teşekkürler...
  • Srinivas Thota
    It was a good course i learned a lot from this course i learned algorithms in big data and understand them it helps me lot clear expectations
  • Ajith Kumar Sahoo
    Very much interesting tropics and very easy to learn thanks a lot Harvard.. And central class i have been so much happy to learn ur course from this site.. And ur certificate are more valuable for me in pur college campus selection.. Hope u will send me the certificate as soon as possible
  • Very educational very informative straight to the point very understanding great concept I think you for taking the time to make these videos I enjoyed listening to your lectures
  • Profile image for Rosny Obas
    Rosny Obas
    The instructor was Informative. A lot of material covered in a short period of time, but you can always go back and replay the video.

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