Remove Cross Validation Remove Data Pipeline Remove Decision Trees
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2024 Mexican Grand Prix: Formula 1 Prediction Challenge Results

Ocean Protocol

2nd Place: Yuichiro “Firepig” [Japan] Firepig created a three-step model that used decision trees, linear regression, and random forests to predict tire strategies, laps per stint, and average lap times. Firepig refined predictions using detailed feature engineering and cross-validation.

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Mastering ML Model Performance: Best Practices for Optimal Results

Iguazio

Detect Drift: Concept Drift and Data Drift Monitor for all types of drift to ensure that the ML model remains accurate and reliable. Use techniques such as sequential analysis, monitoring distribution between different time windows, adding timestamps to the decision tree based classifier, and more.

ML 52
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How to Choose MLOps Tools: In-Depth Guide for 2024

DagsHub

It offers implementations of various machine learning algorithms, including linear and logistic regression , decision trees , random forests , support vector machines , clustering algorithms , and more. Apache Airflow Apache Airflow is an open-source workflow orchestration tool that can manage complex workflows and data pipelines.