List: ML | Curated by Shobha Bhagwat

Apr 2, 2023

53 stories

ML
In
Expedia Group Technology
by
Wenkai Bao
How to Size For Online Experiments With Ratio MetricsSizing Derivation and Evaluation
Mar 28, 2023
5
Mar 28, 2023
5
Ashley Ha
The Data Science Interview — “How do you handle unbalanced data?”🙋🏼‍♀️Ashley here. In this blog post, you’ll learn how to successfully answer the interview question, “How do you handle unbalanced data?”
Feb 18, 2023
4
Feb 18, 2023
4
In
The Airbnb Tech Blog
by
Mihajlo Grbovic
Building Airbnb Categories with ML and Human-in-the-LoopAirbnb Categories Blog Series — Part I
Nov 21, 2022
10
Nov 21, 2022
10
In
The Startup
by
joelbarmettlerUZH
ML Fundamentals: Optimization problems and how to solve themEverything in Machine Learning and AI is an optimization problem — learn how to solve them with high-school math
Oct 9, 2019
Oct 9, 2019
In
DataDrivenInvestor
by
Andreas Stöckl
Marketing Data Science — Lead PredictionIn the first and the second article of this series, we described typical applications of Data Science in the field of online marketing…
Apr 22, 2022
Apr 22, 2022
In
TDS Archive
by
Slava Kisilevich
Improving Marketing Mix Modeling Using Machine Learning ApproachesBuilding MMM models using tree-based ensembles and explaining media channel performance using SHAP (Shapley Additive Explanations)
Jun 8, 2022
10
Jun 8, 2022
10
In
Netflix TechBlog
by
Netflix Technology Blog
Streaming Video Experimentation at Netflix: 
Visualizing Practical and Statistical Significanceby Martin Tingley
Sep 17, 2018
6
Sep 17, 2018
6
Noah Sultan, PhD
My Google 2 onsite Interviews Experience — Product Analyst Vs. Data ScientistRecently I had the opportunity to have two onsite interviews with Google. There has been a lot of learning and passing this learning to…
Apr 28, 2022
2
Apr 28, 2022
2
Abhishek Divekar
High-quality math resources that helped me become an Amazon ML ScientistA previous post walked through my journey from Amazon Software Engineer to ML Scientist. Digging into the math behind various ML…
May 7, 2022
19
May 7, 2022
19
In
TDS Archive
by
Rebecca Vickery
3 Free Machine Learning Courses You Should Take Right NowGet started with your machine learning journey for free
May 27, 2022
4
May 27, 2022
4
In
TDS Archive
by
Marco Cerliani
SHAP for Drift Detection: Effective Data Shift MonitoringAlerting Distribution Divercences using Model Knowledge
Apr 26, 2022
Apr 26, 2022
 This story is no longer available
Leon Wei
Spotify data scientist interview case studyHere is a Spotify data scientist interview case study.
Apr 8, 2022
1
Apr 8, 2022
1
 This story is no longer available
Michael Galarnyk
How to Create a Recommendation System with AI BlueprintsThere is a lack of expertise in creating and managing ML pipelines making it more difficult for organizations to become AI driven. In order…
Apr 20, 2022
1
Apr 20, 2022
1
In
TDS Archive
by
Chetna Khanna
What and why behind fit_transform() vs transform() in scikit-learn !Scikit-learn is the most useful library for machine learning in Python programming language. It has a lot of tools to build a machine…
Aug 25, 2020
57
Aug 25, 2020
57
In
TDS Archive
by
Benedict Neo
Predicting Rain with Machine LearningWill it rain tomorrow? Let’s build an AI model to answer that.
Mar 27, 2022
7
Mar 27, 2022
7
Anushka Bajpai
Top Books For DATA SCIENCE (must-read)“What you can’t find in someone’s voice, you might find in someone’s writing“ — unknown
Mar 22, 2022
7
Mar 22, 2022
7
In
Meta Analytics Blog
by
Analytics at Meta
Estimating the long-run value we give to our users through experiment meta-analysisWe are part of the Facebook Feed Analytics team and we wanted to share methodologies that we’ve developed at Meta around how we create…
Feb 16, 2022
6
Feb 16, 2022
6
In
TDS Archive
by
DataExpert
The Data Scientist of the Future, According to MicrosoftRecently, I built a predictive model that will soon produce tremendous value, but I’m not a Data Scientist, nor do I have any formal…
Feb 11, 2022
16
Feb 11, 2022
16

ML

How to Size For Online Experiments With Ratio Metrics

Sizing Derivation and Evaluation

The Data Science Interview — “How do you handle unbalanced data?”

🙋🏼‍♀️Ashley here. In this blog post, you’ll learn how to successfully answer the interview question, “How do you handle unbalanced data?”

Building Airbnb Categories with ML and Human-in-the-Loop

Airbnb Categories Blog Series — Part I

ML Fundamentals: Optimization problems and how to solve them

Everything in Machine Learning and AI is an optimization problem — learn how to solve them with high-school math

Marketing Data Science — Lead Prediction

In the first and the second article of this series, we described typical applications of Data Science in the field of online marketing…

Improving Marketing Mix Modeling Using Machine Learning Approaches

Building MMM models using tree-based ensembles and explaining media channel performance using SHAP (Shapley Additive Explanations)

Streaming Video Experimentation at Netflix: Visualizing Practical and Statistical Significance

by Martin Tingley

My Google 2 onsite Interviews Experience — Product Analyst Vs. Data Scientist

Recently I had the opportunity to have two onsite interviews with Google. There has been a lot of learning and passing this learning to…

High-quality math resources that helped me become an Amazon ML Scientist

A previous post walked through my journey from Amazon Software Engineer to ML Scientist. Digging into the math behind various ML…

3 Free Machine Learning Courses You Should Take Right Now

Get started with your machine learning journey for free

SHAP for Drift Detection: Effective Data Shift Monitoring

Alerting Distribution Divercences using Model Knowledge

Spotify data scientist interview case study

Here is a Spotify data scientist interview case study.

How to Create a Recommendation System with AI Blueprints

There is a lack of expertise in creating and managing ML pipelines making it more difficult for organizations to become AI driven. In order…

What and why behind fit_transform() vs transform() in scikit-learn !

Scikit-learn is the most useful library for machine learning in Python programming language. It has a lot of tools to build a machine…

Predicting Rain with Machine Learning

Will it rain tomorrow? Let’s build an AI model to answer that.

Top Books For DATA SCIENCE (must-read)

“What you can’t find in someone’s voice, you might find in someone’s writing“ — unknown

Estimating the long-run value we give to our users through experiment meta-analysis

We are part of the Facebook Feed Analytics team and we wanted to share methodologies that we’ve developed at Meta around how we create…

The Data Scientist of the Future, According to Microsoft

Recently, I built a predictive model that will soon produce tremendous value, but I’m not a Data Scientist, nor do I have any formal…

Shobha Bhagwat