#dataops

Data Engineering & Analytics Aug 23, 2025 12 min read

My Databricks Handbook

After years of building in-house ML platforms, we migrated to Databricks in December 2024. This handbook shares practical tips and tricks for working with the...

#dataops #mlops

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Recommender Systems Aug 11, 2024 18 min read

How Matrix Factorization Transforms User Feedbacks

A comprehensive overview of matrix factorization techniques for recommender systems, from SVD to deep learning approaches, with practical implementation tips.

#algorithm #mlops #dataops

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Data Engineering & Analytics Sep 23, 2022 12 min read

Deploy your data pipeline with Docker and AWS ECS

I recently decided to experiment with Docker containers to build standalone applications to optimize the operation flow of my different data/scraper pipelines. I have limited...

#devops #dataops

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Artificial Intelligence Apr 28, 2022 11 min read

Design and version your ML workflow with DVC (Kaggle competition)

For a few months, I wanted to test DVC, a toolkit around versioning for ML projects built by iterative. I tried it a bit at...

#mlops #dataops

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Data Engineering & Analytics Nov 27, 2021 12 min read

Deploy a pipeline to collect data on Twitter and Google trends

Hello, in this article, I will give you a quick tour of a project that I recently resurrected from the dead to collect the French...

#nlp #dataset #dataops

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Data Engineering & Analytics Apr 05, 2021 12 min read

Kickstart a big data project with AWS EMR and Pyspark

Hello readers, I wanted a long time to write an article on an AWS service that I am using in my daily job called EMR....

#dataset #dataops #video-game

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Artificial Intelligence Oct 24, 2020 13 min read

Be more productive and self-sufficient to produce ML applications with AWS Sagemaker

In this article, there will be an overview of the service of AWS Sagemaker. The idea will be to see from my DS perspective how...

#dataops #mlops #workflow

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Artificial Intelligence Mar 23, 2019 10 min read

Analysis of the energy performance certificates with Dataiku DSS

Since I published the article on the London smart meter and the possible analysis of the data, I am receiving regularly messages of people that...

#workflow #energy #analysis

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Data Engineering & Analytics Feb 01, 2019 9 min read

Build a data pipeline on AWS

I started this project in echo of the Kaggle competition related to PUBG, where the goal was to predict the player rank in the match,...

#dataops #workflow

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Data Engineering & Analytics Feb 26, 2018 13 min read

Building a dashboard with Dash (plotly), AWS and Heroku

Learn how to build an interactive dashboard using Dash (Plotly) to visualize personal fitness and health data from Nokia devices, Strava, and Crossfit sessions.

#dataops

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