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How can you evaluate Logistic Regression's model fit and accuracy?.
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What are the types of Logistic Regression techniques?. In addition, we'll also look at various types of Logistic Regression methods.Note: You should know basic algebra (elementary level).Īlso, if you are new to regression, I suggest you read how works first. Alongside theory, you'll also learn to implement Logistic Regression on a data set. It does follow some assumptions like Linear Regression.īut its method of calculating model fit and evaluation metrics is entirely different from Linear/Multiple regression.But, don't worry! After you finish this tutorial, you'll become confident enough to explain Logistic Regression to your friends and even colleagues. Believe me, Logistic Regression isn't easy to master. As a result, in an analytics interview, most of the questions come from linear and Logistic Regression.In this article, you'll learn about Logistic Regression in detail. I believe you should have in-depth understanding of these algorithms. Let me tell you why.Due to their ease of interpretation, consultancy firms use these algorithms extensively. IntroductionRecruiters in the analytics/data science industry expect you to know at least two algorithms: Linear Regression and Logistic Regression. Let's have a look at a simple toy example below where we look at 2 binary features from 4 samples (2x class 0 and 2x class 1).
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For example, we can't solve non-linear problems with logistic regression since it's decision surface is linear. So, in a practically (predictive modeling) application, I typically start with logistic regression as a benchmark and explore more 'complex' algorithms from there.Anyway, since it is a generalized linear model, its hypothesis space is limited accordingly. I actually like logistic regression a lot since it is incredibly easy to implement and very efficient to train plus, you get the conditional probabilities for free, which can be very useful in certain applications.
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Retrieved 21 February 2019.Nice answer by, but there is one important point I want to bring up: Logistic Regression is a generalized linear model - whether it's a pro or con depends on the context though.
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Now we recommend you to Download first result Jo Bheji Thi Dua Full HD Video Song MP3 Please Note: Before downloading you can preview any song by mouse over the Play button and click Play or Click to Download button to download hd quality mp3 files. Story ends with the two families of RK & Selva uniting by getting Selva's sons married with Dharma and Satya's daughters and also they comes to know that Dharma is alive. RK's family accepts Devi as their daughter-in-law and Devi conceives. In Meanwhile Pallavi and Durga love each other although knowing about their parents rivalry. Meanwhile, RK comes to know that Munna aka Mahidhar is indeed their son Mahi through Selva swamy.
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While he is away, Devi goes to stay with RK's family by hiding her identity saying that she needs protection till her husband Munna comes back. Munna unable to face his father, hides his identity and changes his name to 'Mahendhra' and starts a health service called AHS to serve rural people and comes back to RK after protecting RK from a bomb blast.
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Munna plots to attack DGP RK as a part of his criminal life but decides not to because of his good nature and later comes to know that RK is his father. But Munna and Devi become friends and her marriage with Eshwar is called off when she reveals her true feelings for munna on the day before wedding, bothering her parents, Eshwar And his grandmother. Due to some clashes Munna and Eshwar get into heated arguments and fight. Hence he decides to get her married to his elder son Eshwar. Selva feels attached to her as she resemble Selva's wife Meenakshi. Munna falls in love with Devi who is the niece of Selva. The serial is into second generation then having Munna (Mahidhar Naidu), the son of RK Naidu as the hero, who has been orphaned due to the bomb blast who is brought up in a criminal background by a don Sikandar Bhai.