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Saikat Kumar Dey
Saikat Kumar Dey

146 Followers

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Published in Data Science for Everyone

·Mar 10, 2019

Ensemble Modelling in Personalized Ranking

Ranking = Recommendation presented as a list. In my article How do Recommendation Systems work? we learned different approaches to building recommendation systems. In this post, we’ll learn about stacking different models together to build an Ensemble Ranking Model. What’s an Ensemble? It’s a technique of combining multiple models in…

Machine Learning

8 min read

Ensemble Modelling in Personalized Ranking
Ensemble Modelling in Personalized Ranking
Machine Learning

8 min read


Published in Data Science for Everyone

·Dec 10, 2018

The Explore-Exploit dilemma

You want to learn about “Machine Learning”. You make a Google search. There are 10–15 results linking to the various sources of information. You open the links one by one. You take a one-shot look at them before deciding which ones among the lot you would invest time in reading…

Machine Learning

5 min read

The Explore-Exploit dilemma
The Explore-Exploit dilemma
Machine Learning

5 min read


Dec 2, 2018

Is Neymar Jr a selfish player?

The hatred towards Neymar is insane! We read all over the internet how much of a selfish player he is! People’s opinions are formed from the subjective treatment that Neymar receives from the media. But, what does the data say? Who is a selfish player, really? For the sake of…

Psg

4 min read

Is Neymar Jr a selfish player?
Is Neymar Jr a selfish player?
Psg

4 min read


Published in Data Science for Everyone

·Dec 2, 2018

How do machines really learn?

It’s just like how any of us learns. There are 3 ways in which a machine learns: Show the machine some examples and it will learn to generalize based on the properties. For example, if you need to teach the machine to differentiate between cats and dogs, you gather a…

Machine Learning

2 min read

Machine Learning

2 min read


Jan 13, 2018

Write better python using generators

Let’s say that we have a text file student_records.txt . Each line contains a student name and age. We want to parse student names and their ages. #student_records.txt greg:15 matthew:14 ram:16 raju:14 Our first approach would be to read the files and store the values in a list/dictionary. def read_student_records(path)…

Python

3 min read

Write better python using generators
Write better python using generators
Python

3 min read


Published in Data Science for Everyone

·Aug 6, 2017

How do Recommendation Systems work?

If I ask you to tell me one application of Machine Learning that you use everyday, what comes to your mind? No points for guessing! Recommendation engines are common in many products that you use daily, so much so that you do not even consciously think about it. Be it…

Machine Learning

6 min read

How do Recommendation Systems work?
How do Recommendation Systems work?
Machine Learning

6 min read


Sep 22, 2014

SPOJ: BITMAP

Have a look at the problem statement first, http://www.spoj.com/problems/BITMAP/ Today, I solved a very interesting problem on SPOJ. In the initial stages I used Brute Force; judging from the complexity of the algorithm I knew it wouldn’t pass. I searched for some hints on Google. …

3 min read

3 min read

Saikat Kumar Dey

Saikat Kumar Dey

146 Followers

Data Scientist, https://saikatkumardey.com

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