Data Structures For Machine Learning |Complete Online Course Free Download - CourseLelo

Data Structures For Machine Learning |Complete Online Course by Mohamed Elatoubi Udemy Free Download: includes 7 lectures in 05h 02m. Total 34 students enrolled and submit 2 Student Reviews

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Data Structures For Machine Learning |Complete Online Course

Learn ,design and code DATA STRUCTURES for your Machine Learning and AI projects with this first of its kind course !

Created by
Mohamed Elatoubi
Categories
Development
Review
4.9 (2 reviews)

Course Description

Last Updated: 10 May, 2022

Having machine learning skills is not enough. You also need good working knowledge of data structures .So you’ve decided to move beyond canned algorithms and start to code your own machine learning methods. Maybe you’ve got an idea for a cool new way of clustering data, or maybe you are frustrated by the limitations in your favorite statistical classification package.


In either case, the better your knowledge of data structures and algorithms, the easier time you’ll have when it comes time to code up.  Data structures are generally based on the ability of a computer to fetch and store data at any place in its memory,using dynamic memory allocation techniques .

The data structures used in machine learning are not significantly different than those used in other areas of software development. Because of the size and difficulty of many of the problems, however, having a really solid handle on the basics is essential. And also, because machine learning is a very mathematical field, one should keep in mind how data structures can be used to solve mathematical problems and how they are mathematical objects in their own right.   


That is why we decided to create the first unique Data Structures course dedicated towards Machine Learning and Artificial Intelligence the course has complete and detailed explanations about data science and programming techniques needed by the programmer to build elegant and well engineered softwares . The course is part of our larger project which is to build a machine learning and it goes hand in hand with the Image processing Course  in our bundle ,and this is all just to equip programmers ,computer scientists,innovators and engineers like you with the necessary technicality to perform better in less time .


We prefered to use C language to teach this course instead of Java due to the simplicity of implementation and exploitation in Java when it comes to Data Structures. Only import libraries and create Objects and implement ready-to-use methods .From a practical point of view, this is heaven but from an academic & educational point of view this is a quite terrible way to learn and to teach a computer science course.


By the end of this course, you will be able to desing ,build and use : Structures , Linked lists, Stacks, Queues, Trees (Binary trees , Decision trees...) and graphs. You will learn about some fundamentals operations used everywhere in machine learning like sorting techniques and hashing, You should follow along with the instructor in application sessions ,learn more and get some problems to practice with.



What you'll learn

  • Data structures
  • Build Databases
  • Data handling algorithms
  • Practical solutions for general problems in the data field
  • Data Management
  • Effiecient Data habdling for Machine learning algorithms
  • Stacks and Queues for the Blockchain and Cryptocurrency
  • Trees for Machine learning classification

Requirements

  • Prior knowledge about C or C++ programming
  • Beginner programmer
  • Motivation to advance your career as a programmer (Important !)
Introduction
01:25
Definition of data structures and algorithms
10:17
Programming techniques
12:22
Working with Dev-C++ IDE
03:55
Primitive and non primitive data structures
02:31
Arrays
06:40
Classical exercise with one dim array
10:06
Classical exercise with multi dim array
06:07
Memory Allocation
13:25
Memory Allocation practice
06:48
Structure in C
13:25
Methods of declaring structures in C
04:34
Handling structures
08:02
Application 1 - structures
12:08
Dynamic structures
17:15
Application 2 - dynamic structures
09:00
Files & storage
07:47
Exercises I - Structures
00:24
Simply linked lists
14:14
Empty lists
00:56
Initializing nodes
08:02
Adding nodes
08:02
List mapping
03:31
Adding nodes at the end
04:33
Inserting a node
09:54
Deleting a node
09:54
Destroying a list
03:40
Application 3-1
03:07
Application 3-2
06:39
Application 3-3
00:35
Application 3-4
00:19
Application 3-5
01:08
Exercise simply linked lists
00:18
Doubly linked lists
04:26
Initializing a doubly list
03:05
Adding elements at the head
04:06
Adding nodes at the tail
03:43
Show elements from the head
01:34
Show elements from the tail
02:08
Insert after an element
04:40
The stack
05:07
Structural representation of the stack
05:07
Stack implementation
06:15
Show stack data
02:39
The queue
04:20
Push to queue
01:43
Pop from a queue
02:16
Print a queue
01:10
Trees
08:52
Binary trees
04:23
Binary trees representations
04:54
Operations on binary trees
01:07
Traversing binary trees recursively
03:20
In order / Post order traversing
04:45
Pre order traversing non-recursively
02:11

Student feedback

4.9

Course rating
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