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Regression Modeling in R
- Learn the statistical models Linear and Logistics Regression in R in depth
Created by Selva Prabhakaran
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60 Video Lessons
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English
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English captions
Validity Period: 365 days
Already Subscribed? Click here to access your courses
- Course Certificate
- Code Walkthroughs
- Practice Data
- Money Back if not satisfied
- Algorithms explanation
- 2h 26m of Self-paced videos
- Downloadable resources
- Q&A sessions with experts
What you will learn
01
Understand the maths
Understand the maths
behind regression algorithms
02
Build Regression models
Build Regression models
from Scratch
03
Diagnose and interpret
Diagnose and interpret
models
04
Graphical Understanding
05
Solve Industrial Projects
Solve Industrial Projects
(education and banking)
06
Domain based Datascience
Domain based Datascience
Strategies
07
Derive high business impact
Derive high business impact
insights
Course Curriculum
10 Modules | 67 Sessions | 5 hr 9 min Total Time
Course Overview
Sessions: 3 | Time: 3 min
Introduction to Linear Regression
Sessions: 5| Time: 12 min
Introduction to Linear Regression
Sessions: 5| Time: 12 min
Graphical Understanding
Sessions: 3| Time: 8 min
Building and Interpreting Linear Regression
Sessions: 4| Time: 24 min
Measures of Goodness of Fit
Sessions: 6| Time: 29 min
Project - Linear Regression
Sessions: 19| Time: 1 hr 54 min
Gradient Descent
Sessions: 6| Time: 24 min
Introduction to Logistic Regression
Sessions: 3| Time: 9 min
Understanding the Math
Sessions: 4| Time: 12 min
Project - Logistic Regression
Sessions: 14| Time: 1 hr 14 min
Requirements
- Basic Maths and Logical Reasoning
- Curiosity about Data Science
- Learning Mindset
Who should attend this course?
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Future Data Scientists and ML Engineers
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Product Managers, Program Managers, Scrum Masters working in ML/Data science project
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Software/Data engineers interested in quantitative analysis
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Software engineers interfacing with data science team
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Executives who have to lead or interact with Data Scientists
Instructor
Selva Prabhakaran Principal Data Scientist
My name is Selva, and I am super excited to mentor you on this project!
I head the Data Science team for a global Fortune 500 company and over the last
10 years of my data science experience I’ve deployed 20+ global products. I’m
also the Founder & Chief Author of Machine Learning Plus, which has over 4M
annual readers.
I specialize in covering the in-depth intuition and maths of any concept or
algorithm. And based on my existing student requests, I’ve put up the series of
courses and projects with detailed explanations – just like an on the job
experience. Hope you love it!
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4.5+Instructor rating
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200+ reviews
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10K+students
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15+ Courses
Validity Period: 365 days
Already Subscribed? Click here to access your courses
- Workshop Certificate
- Code Walkthroughs
- Practice Data
- Money Back if not satisfied
- Algorithms explanation
- 2h 26m of Self-paced videos
- Downloadable resources
- Q&A sessions with experts