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William Galindez Arias

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Combining the Best of Two Worlds: From TF-IDF to Llama LLMOpen Source Summit Europe 2024: Open AI + Data Forum2024-09-16
Pipeline ingests years of GitLab support questions, applies spaCy entity ruler and regex rules to extract custom entities like GitLab version (detecting GitLab…
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Combining the Best of Two Worlds: From TF-IDF to Llama LLMOpen Source Summit Europe 20242024-09-16
Practical pipeline built for thousands of product questions: deterministic rules with spaCy entity ruler to extract GitLab versions, URLs and custom “Cloud…
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🤑 Paying Off Technical Debt in the Development of Machine Learning AppsPyCon Italia 20242024-05-22
Argument for incremental MLOps: a reproducible CI pipeline converts notebooks to scripts, pulls data from Snowflake, logs experiments to MLflow and stores data…
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Beyond Grid Search: XGBoost and Optuna as the ultimate ML Optimization ComboPyCon Italia 20232023-05-25
Uses XGBoost with Optuna to replace manual grid search, wrapping the model in an objective function, using Optuna’s suggest API and Optuna pruning to cut…
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Leverage GitLab To Automate Machine Learning PipelinesGitLab Commit Virtual 20202020-08-26
Shows a working pipeline that builds, tests, reports on, and deploys a Rasa chatbot using Gitlab CI YAML and a Rasa dialog engine container image. Pipeline…
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