Call Us

Home / Blog / Data Science Digital Book / Logistic Regression

Logistic Regression

  • January 14, 2023
  • 6530
  • 38
Author Images

Meet the Author : Mr. Bharani Kumar

Bharani Kumar Depuru is a well known IT personality from Hyderabad. He is the Founder and Director of AiSPRY and 360DigiTMG. Bharani Kumar is an IIT and ISB alumni with more than 18+ years of experience, he held prominent positions in the IT elites like HSBC, ITC Infotech, Infosys, and Deloitte. He is a prevalent IT consultant specializing in Industrial Revolution 4.0 implementation, Data Analytics practice setup, Artificial Intelligence, Big Data Analytics, Industrial IoT, Business Intelligence and Business Management. Bharani Kumar is also the chief trainer at 360DigiTMG with more than Ten years of experience and has been making the IT transition journey easy for his students. 360DigiTMG is at the forefront of delivering quality education, thereby bridging the gap between academia and industry.

Read More >

Predicts the probability of the outcome class.

The algorithm finds the linear relationship between independent variables and a link function of these probabilities.

The link function that provides the best goodness-of-fit for the given data is chosen.

Click here to explore 360DigiTMG.

Logistic Regression
Logistic Regression

The output from logistic regression will lie between 0 to 1.

The logistic regression curve is known as Sigmoid Curve.

Click here to Learn Data Science Course in Chennai

Probability values are segregated into binary outcomes using a Cutoff value. The default cutoff is treated as 0.5 (50%)

  • If probability of an event > 0.5; then Event is considered to be True (predicted outcome = 1)
  • If probability of an event

Click here to learn Data Science in Hyderabad

The logistic regression performed using:

Logistic Regression Where,

Watch Free Videos on Youtube

β0 = the y-axis intercept

βi = the model coefficient for the linear effect of variable is on y

e = the random error

Click here to Learn Data Science Course in Pune

K-Nearest Neighbor

The probability function:

Logistic Regression

The output of the logistic regression will give a sigmoid curve (also known as S curve)

Logistic Regression

Interpretation: Probability p indicates that the event has a chance ‘p’ for a given input ‘x’.

Click here to learn Data Science Course, Data Science Course in Hyderabad, Data Science Course in Bangalore

Data Science Training Institutes in Other Locations

Navigate to Address

360DigiTMG - Data Analytics, Data Science Course Training Hyderabad

2-56/2/19, 3rd floor, Vijaya Towers, near Meridian School, Ayyappa Society Rd, Madhapur, Hyderabad, Telangana 500081

099899 94319

Get Direction: Data Science Course

Read
Success Stories
Make an Enquiry