Coursera – Machine Learning 2020-6 + Farsi Subtitle

Description

Coursera Machine Learning is the name of a video training package in the field of machine learning science. The topic of machine learning has become very widespread today and is in fact a solution to progress towards a very high level of artificial intelligence. In this training course, you can strengthen your knowledge in the field of machine learning in a principled way by learning the most effective and key techniques and learning how to implement them and familiarity with their application. In this course, theoretical and practical content has been prepared for you.

In this course and in specific chapters, you will begin to get acquainted with various concepts such as parametric and non-parametric algorithms, kernels, neural networks, and so on. You will also be able to build intelligent robots that have the ability to understand and control by watching this course and learning the basics of machine learning. This course is also designed and published for those who want to learn machine learning in a principled and completely practical way.

Items that are taught in this course

Machine learning from basic to advanced level in a principled way

Familiarity with practical techniques and skills in your real projects

Learn theoretically and practically to improve skills

Familiarity and understanding of the application of parametric and non-parametric algorithms

Familiarity with neural networks and artificial intelligence in practice

Course information

Publisher: Coursera

English language

Duration: 54 hours

Number of lessons: 118 lessons

Instructor: Andrew Ng

File format: mp4

Coursera Machine Learning Course Topics

Introduction 5 videos (Total 42 min), 9 readings, 1 quiz

Linear Regression with One Variable 7 videos (Total 70 min), 8 readings, 1 quiz

Linear Algebra Review 6 videos (Total 61 min), 7 readings, 1 quiz

Linear Regression with Multiple Variables 8 videos (Total 65 min), 16 readings, 1 quiz

Octave/Matlab Tutorial 6 videos (Total 80 min), 1 reading, 2 quizzes

Logistic Regression 7 videos (Total 71 min), 8 readings, 1 quiz

Regularization 4 videos (Total 39 min), 5 readings, 2 quizzes

Neural Networks: Representation 7 videos (Total 63 min), 6 readings, 2 quizzes

Neural Networks: Learning 8 videos (Total 78 min), 8 readings, 2 quizzes

Advice for Applying Machine Learning 7 videos (Total 63 min), 7 readings, 2 quizzes

Machine Learning System Design 5 videos (Total 60 min), 3 readings, 1 quiz

Support Vector Machines 6 videos (Total 98 min), 1 reading, 2 quizzes

Unsupervised Learning 5 videos (Total 39 min), 1 reading, 1 quiz

Dimensionality Reduction 7 videos (Total 67 min), 1 reading, 2 quizzes

Anomaly Detection 8 videos (Total 91 min), 1 reading, 1 quiz

Recommender Systems 6 videos (Total 58 min), 1 reading, 2 quizzes

Large Scale Machine Learning 6 videos (Total 64 min), 1 reading, 1 quiz

Application Example: Photo OCR 5 videos (Total 57 min), 1 reading, 1 quiz

Installation

After Extract, watch with your favorite Player.

Subtitle: English - (17 files) and ..

Quality: 720p