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Basic Physics Analysis Implemented using Apache Spark Luca Canali CERN IT Spark and Analytics Service and ATLAS DBA team PyHEP, September20221Motivations and Scope Context: Spark service at CERN Recent
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How to fill out machine learning pipelines with

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Define the problem you want to solve with machine learning.
02
Prepare your data by cleaning, transforming, and splitting it into training and testing sets.
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Choose a machine learning algorithm that is suitable for your problem.
04
Build a pipeline by combining data preprocessing steps, feature selection, model training, and model evaluation.
05
Fit the pipeline to the training data and tune its hyperparameters to improve performance.
06
Evaluate the pipeline on the testing data to assess its accuracy and generalization ability.
07
Deploy the trained pipeline to make predictions on new data.

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Data scientists and machine learning engineers who want to automate and streamline their machine learning workflows.
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Companies looking to harness the power of machine learning for predictive modeling, pattern recognition, and other data-driven tasks.
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Researchers and academics working on projects that involve analyzing complex data and developing predictive models.
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Machine learning pipelines refer to a series of data processing and modeling steps that machine learning workflows go through, from data collection and preprocessing to model training and evaluation, ensuring a systematic approach to building ML models.
Organizations or individuals involved in developing and deploying machine learning models that meet specific regulatory or industry standards may be required to file machine learning pipelines with relevant authorities.
Filling out machine learning pipelines usually involves documenting each step of the process, including data sources, preprocessing techniques, model selection, training parameters, and validation methods, often supported by tools and frameworks designed for ML project management.
The purpose of machine learning pipelines is to standardize and streamline the machine learning process, improve collaboration among teams, ensure reproducibility of results, and facilitate compliance with regulations.
Typically, information reported on machine learning pipelines may include data lineage, model performance metrics, decisions made during the modeling process, and any assumptions or limitations associated with the models.
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