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# mlops

11 posts tagged with #mlops

My Databricks Handbook

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

How Matrix Factorization Transforms User Feedbacks illustration

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

Cold Start No More: Using transformers to build decks in Marvel Snap illustration

Artificial Intelligence Jan 15, 2023 13 min read

Cold Start No More: Using transformers to build decks in Marvel Snap

Tackle the cold start problem in recommender systems using transformers. Build a Marvel Snap deck recommendation system handling new cards with embedding techniques.

#algorithm #video-game #nlp

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

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

Evaluation of recommender systems (metrics and baseline models) illustration

Recommender Systems Sep 01, 2021 14 min read

Evaluation of recommender systems (metrics and baseline models)

I focused on this topic for the past three years at Ubisoft, but I never found suitable datasets to use for experiments on my blog...

#algorithm #mlops

Tune your machine learning workflow with weights and biases, mljar automl, hyperopt, shapash and evidently illustration

Artificial Intelligence Jun 27, 2021 15 min read

Tune your machine learning workflow with weights and biases, mljar automl, hyperopt, shapash and evidently

I wanted to write for a few weeks around ml/ds libraries that I have on my backlog of things to try. One article per library...

#mlops #workflow

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

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

Introduction of TensorFlow 2.0 illustration

Artificial Intelligence Apr 14, 2020 9 min read

Introduction of TensorFlow 2.0

In this article, I am going to present some of my findings on my exploration of TensorFlow, the idea will be with TensorFlow to build...

#mlops #workflow

Be more efficient to produce machine learning pipeline with Metaflow illustration

Artificial Intelligence Jan 25, 2020 11 min read

Be more efficient to produce machine learning pipeline with Metaflow

For this article, I am going to describe my hands-on on a new library that has open-sourced recently by Netflix to operate and version machine...

#mlops #workflow

Be more effective to produce machine learning models with mlflow illustration

Artificial Intelligence Nov 13, 2019 11 min read

Be more effective to produce machine learning models with mlflow

The version used for this article is mlflow 1.4.0

#mlops #workflow

Analysis of the energy performance certificates with Dataiku DSS illustration

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