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12 Must Read Popular Maths & Logic Books from My Bookshelf (Part 1)

· Roopam Upadhyay · 8 Comments
The Analytics Book Club - by Roopam

The Analytics Book Club I cannot remember when I became a compulsive book reader. As a kid, I used to read mostly comic books. Then I missed the whole phase of teenage fiction books like The Hardy Boys, etc. I did read a few Agatha Christie novels in school and later in college but that

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Posted in Analytics Book Club |

Information Value (IV) and Weight of Evidence (WOE) – A Case Study from Banking (Part 4)

· Roopam Upadhyay · 77 Comments

This is a continuation of our banking case study for scorecards development. In this part, we will discuss information value (IV) and weight of evidence. These concepts are useful for variable selection while developing credit scorecards. We will also learn how to use  weight of evidence (WOE) in logistic regression modeling. The following are the

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Posted in Banking Risk Case Study Example, Risk Analytics |

Logistic Regression – Banking Case Study Example (Part 3)

· Roopam Upadhyay · 35 Comments

The Beautiful Formula Mathematicians often conduct competitions for the most beautiful formulae of all. The first position, almost every time, goes to the formula discovered by Leonhard Euler. Displayed below is the formula. This formula is phenomenal because it is a combination of the five most important constants in mathematics i.e. 0 : Additive Identity 1 :

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Posted in Banking Risk Case Study Example, Risk Analytics |

Data Visualization – Banking Case Study Example (Part 2)

· Roopam Upadhyay · 10 Comments

Sherlock Holmes & Data Visualization As a kid, a friend of mine used to own a Sherlock Holmes toy kit – the source of envy for all the other friends. The kit had a Sherlock Holmes cap, a pipe, a watch and a magnifying glass. The magnifying glass was the most coveted item in the

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Posted in Banking Risk Case Study Example, Risk Analytics |

Data Visualization – Banking Case Study Example (Part 1)

· Roopam Upadhyay · 23 Comments

A Scientist & An Artist A few weeks ago while wandering around in Florence, the birthplace of the Renaissance, I could not escape the thought of Leonardo da Vinci : the greatest polymath of all times. Leonardo’s illustrious resume contains titles such as painter, inventor, physicist, astronomer, engineer, biologist, anatomist, geologist, and architect – no

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Posted in Banking Risk Case Study Example, Risk Analytics |

Wise Models – Analytics Graffiti

· Roopam Upadhyay · 3 Comments

A Case for Wise Models Lehman Brothers, a financial services company, filed for bankruptcy on 15th September 2008 – exactly five years from today. A company founded in 1850 disappeared overnight. The chain of events to follow brought the overall financial system across the world to its knees – hence started the biggest economic crisis

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Posted in Analytics Graffiti, Banking Models |

Big Data – Lessons from Genetics and Bio-Statistics

· Roopam Upadhyay · Leave a comment

  Evolution of Biology & Medicine with Big Data I learnt a couple of facts when I was around 14 years old. First, that the chimpanzee genome is more than 95% identical to the human genome. Second, that the genomes of two different humans is 99% identical. The genome is the building block of life.

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Posted in Big Data Analytics, Healthcare Analytics |

Big Data – When the ruckus is over, turn on the lights!

· Roopam Upadhyay · Leave a comment

Facebook and Indian Elections India is going to have its 16th national elections in the middle of next year. Around 450 million* people are expected to vote in the elections. This will require a huge infrastructure just to conduct the elections. On top of this, political parties are going to shove huge amounts of cash

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Posted in Big Data Analytics |

7 Advanced-Analytics Solutions for Loan Portfolios

· Roopam Upadhyay · 1 Comment

Year-One of Analytics – A Crucial Juncture I am a big fan of the graphic novel – Batman: the Dark Knight Returns – by Frank Miller. I almost lost my faith in Batman after watching the utterly ridiculous television series from the 60s – based on camp aesthetic. Batman was more of a joker in

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Posted in Analytics Graffiti, Banking Models |

Credit Scorecards – Business Integration of Predictive Analytics (part 7 of 7)

· Roopam Upadhyay · 13 Comments

Columbus – A lesson in Leadership Christopher Columbus – I have adored this man for various reasons at various stages of my life. At seven, I adored him because his mistakes were applauded and became part of history – Columbus mistook Native Americans for Indians because he thought he had landed in Asia rather than

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Posted in Credit Risk Analytics Series, Risk Analytics |
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Career in Data Science - Interview Preparation - Best Practices

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I must thank my wife, Swati Patankar, for being the editor of this blog.

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