Coursera – Machine Learning Specialization 2020-6

Description

Machine Learning Specialization is an educational package consisting of 4 courses in the field of machine learning, which is provided by Coursera site. This course is made by professors and researchers at the University of Washington and introduces you to the popular topic of Machine Learning. During a series of research cases, you will practically learn the basics of machine learning, including predicting, classifying, categorizing, and retrieving information, and gain valuable experience.

During this course you will learn how to analyze large and complex datasets, how to design systems that get better and more advanced over time, and how to develop intelligent software to The available data base can make accurate and effective predictions. The course instructor will also teach you Python programming and create various projects throughout the course.

Items that are taught in this course

Familiarity with the basics of machine learning

Prediction based on data

Classification and categorization of information

Data Recovery

Design of intelligent systems

Big data set analysis

Machine Learning Specialization course specifications

English language

Duration: 65+ hours

Number of courses: -

Level of education: Intermediate

Instructor: Emily Fox, Carlos Guestrin

File format: mp4

Topics

Welcome

Regression: Predicting House Prices

Classification: Analyzing Sentiment

Clustering and Similarity: Retrieving Documents

Simple Linear Regression

Multiple Regression

Assessing Performance

Ridge Regression

Linear Classifiers & Logistic Regression

Learning Linear Classifiers

Overfitting & Regularization in Logistic Regression

Decision Trees

Preventing Overfitting in Decision Trees

Handling Missing Data

Nearest Neighbor Search

Clustering with k-means

Mixture Models

List of courses

Machine Learning Foundations: A Case Study Approach

Machine Learning: Regression

Machine Learning: Classification

Machine Learning: Clustering & Retrieval

Prerequisite

You should have some experience with computer programming; most assignments in this Specialization will use the Python programming language. This Specialization is designed specifically for scientists and software developers who want to expand their skills into data science and machine learning, but is appropriate for anyone with basic math and programming skills and an interest in deriving intelligence from data.

Installation

After Extract, watch with your favorite Player.

Subtitle: English and.

Quality: 720p