Machine Learning - Linear Regression

BY
Analyttica via FutureSkills

Gain a detailed understanding of the concepts and methodologies of linear regression in machine learning functions.

Mode

Online

Duration

23 Hours

Fees

Free

Quick Facts

particular details
Medium of instructions English
Mode of learning Self study
Mode of Delivery Video and Text Based

Course overview

Machine Learning - Linear Regression certification course is developed by Leaps Analyttica TreasureHunt and is delivered by FutureSkills Prime, which is aimed at participants who are looking for a comprehensive training program to learn the functionalities of linear regression in a variety of machine learning and data science activities, as well as being used by organizations for future projections. Machine Learning - Linear Regression online course provides the expertise to design and validate a viable linear regression model on legitimate datasets.

Machine Learning - Linear Regression online classes by FutureSkills Prime will take the participants through the fundamental concepts of machine learning and linear regression including both simple and multiple linear regressions. This course also covers topics like exploratory data analysis, model iterations, variable selection, variable transformations, overfitting, and R square. By the end of this training, participants will be able to pre-process data and evaluate linear models as well as acquire an understanding of various stages of predictive modeling.

The highlights

  • Certificate of completion
  • FutureSkills Prime badge
  • Self-paced course
  • English video lectures
  • 23 hours effort
  • Learning resources
  • Case studies
  • Nasscom Assessments
  • Quizzes

Program offerings

  • Certificate of completion
  • Futureskills prime badge
  • Online course
  • English language videos
  • Learning resources
  • Case studies
  • Nasscom assessments
  • Quizzes
  • Lifetime access
  • Accessible on mobile devices

Course and certificate fees

Type of course

Free

certificate availability

Yes

certificate providing authority

FutureSkills +1 more

Who it is for

What you will learn

After completing the Machine Learning - Linear Regression online certification, participants will gain a detailed understanding of the fundamental principles of machine learning. Participants will explore the functionalities and fundamentals of linear regression in various machine learning algorithms. Participants will learn about model iterations, R-square, variable transformation, variable selection, overfitting, and exploratory data analysis, as well as learn about variable transformation, variable selection, overfitting, and exploratory data analysis.

The syllabus

Module 1: Simple Linear Regression

  • Fundamentals of simple Linear Regression (OLS) - Exploratory Data Analysis, Model Iteration, R-square.

Module 2: Multiple Linear Regression

  • Multiple Linear Regression - Variable Transformations, Variable Selection, Overfitting, Evaluating the accuracy of the model.

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