Multithreading and Parallel Computing in Java
.MP4 | Video: 1280x720, 30 fps(r) | Audio: AAC, 48000 Hz, 2ch | 835 MB
Duration: 6.5 hours | Genre: eLearning Video | Language: English
Multithreading and Concurrent Programming, Parallel Computation and MapReduce in Java
.MP4 | Video: 1280x720, 30 fps(r) | Audio: AAC, 48000 Hz, 2ch | 835 MB
Duration: 6.5 hours | Genre: eLearning Video | Language: English
Multithreading and Concurrent Programming, Parallel Computation and MapReduce in Java
What you'll learn
Understand basic concurrency
Understand the basics of multithreading
Understand parallel processing
Able to use the concepts in real life scenarios
Requirements
Basic Java (inheritance, object oriented programming)
Description
This course is about the basics of multithreading and concurrent programming with some parallel concepts. In the 21th century this topic is becoming more and more popular with the advent of Big Data and Machine Learning. We will consider the low level concepts such as threads, synchronization and locks. The second chapter will be about concurrent library: of course there are built in classes and interfaces that we can use when implementing multithreaded applications. Then we develope little programs as show-cases for multithreading: the dining-philosopher problem or the students in library simulation. Last chapter is about parallel computing and MapReduce.
Section 1:
theory behind multithreading
pros and cons of multithreading
Section 2:
multithreading basics
Runnable and Thread
join, volatile, synchronized, wait and notify
producer-consumer model
locks, semaphores and executors
Section 3:
concurrent collections
latch, cyclic barrier and blocking queues
delay queue, priority queue and concurrent maps
Section 4:
multithreaded examples
dining philosophers problem
library application
miner game
Section 5:
what is parallel computing
parallel merge sort
parallel algorithms
Section 6:
Fork-Join framework
maximum finding in parallel manner
Section 7:
what is MapReduce
MapReduce and Fork-Join framework
Thanks for joining my course, let's get started!
Who this course is for:
This course is meant for students who want to get a good grasp on multithreading in java or just want a quick refresher