Pol Ferrando – Medium

Pol Ferrando

Pol Ferrando
in
Towards Data Science

Introduction to BigQuery ML

Learn how to create machine learning models, evaluate their predictive performance and make predictions directly in BigQuery.

Jan 22, 2019

Introduction to BigQuery ML

Jan 22, 2019

Pol Ferrando
in
Towards Data Science

Understanding how to explain predictions with “explanation vectors”

This post explains how we can use gradient vectors to understand what features made any ML model give its prediction for a specific…

Jan 10, 2019

Understanding how to explain predictions with “explanation vectors”

Jan 10, 2019

Pol Ferrando
in
Towards Data Science

Understanding how IME (Shapley Values) explains predictions

In this post I will focus on how IME uses the Shapley Value to produce explanations for individual predictions of any ML model.

Jan 2, 2019

Understanding how IME (Shapley Values) explains predictions

Jan 2, 2019

Pol Ferrando
in
Towards Data Science

Understanding how LIME explains predictions

In this post I will focus on how LIME produces explanations for individual predictions of any machine learning model.

Dec 28, 2018

Understanding how LIME explains predictions

Dec 28, 2018

Pol Ferrando
in
Becoming Human: Artificial Intelligence Magazine

Interpretable Machine Learning: An Overview

Many ML models remain black boxes, so there’s a need of methods able to explain their predictions. This is an overview of the current ones.

Dec 26, 2018

Interpretable Machine Learning: An Overview

Dec 26, 2018

Pol Ferrando

Pol Ferrando

Data scientist with 3+ years of experience in web analytics as a consultant. MSc graduate (Statistics & O.R.). I love turning data to actionable insights.

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