Algorithms for Big Data

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.

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.