Description
Machine Learning Optimization Using Genetic Algorithm is the name of the video training collection in the field of data science and in the field of machine learning. What you will start to learn in this course is machine learning using genetic algorithm. After you are familiar with genetic algorithm, you will be familiar with hyperparameters in machine learning. You will also learn how to optimize hyper parameters in this course.
On the other hand, by participating in this training course, you will bring the accuracy and prediction capabilities of the model to the best possible percentage. This issue makes your efficiency close to its maximum. You will also get to know various other concepts in the course. For example, in this course you will learn how to optimize a SVMs or MLP neural network in terms of performance. This training course is recommended for those people who are interested in machine learning and intend to learn performance optimization skills.
Items taught in this course:
- Basic and basic familiarity with genetic algorithm
- Familiarity with hyperparameters in machine learning and their use
- Learn how to optimize your data performance
- Learning skills to improve accuracy and forecasting abilities
- Familiarity with SVMs and MLP neural networks
- And…
Specifications of the Machine Learning Optimization Using Genetic Algorithm course
- English language
- Duration: 6 hours and 33 minutes
- Number of courses: 57
- Instructor: Curiosity for Data Science
- File format: mp4
Course headings Machine Learning Optimization Using Genetic Algorithm
Course content
57 lectures 06:33:42
Introduction
7 lectures 31:21
Genetic Algorithm
7 lectures 41:48
Dataset
2 lectures 01:57
Support Vector Machine Optimization for a Regression Problem
28 lectures 03:56:37
Multilayer Perceptron Neural Network Optimization for a Regression Problem
7 lectures 46:30
Support Vector Machine Optimization for a Classification Problem
1 lecture 10:00
Feature Selection Using Genetic Algorithm
3 lectures 15:47
BONUS OFFER!!
1 lecture 00:24
Appendix
1 lecture 09:17
Prerequisite for Machine Learning Optimization Using Genetic Algorithm course
- Basic knowledge in Machine Learning
- Basic knowledge in Operations Research and Optimization – (not a must, but helpful)
- Basic programming skills in Python – (not a must, but helpful)
Pictures
Sample video
Installation guide
After extracting, watch with your favorite player.
English subtitle
Quality: 720p
Changes:
Version 2020/8 compared to 2020/6 has not changed in the number of courses and time and has not been updated.
download link
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Size
1.5 GB
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