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Thoughts, insights, and tutorials on data science, machine learning, and advanced analytics.

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ML Pipeline Architecture

Featured

Building Event-Driven ML Pipelines with Vertex AI and LLMs

A deep dive into architecting real-time machine learning pipelines that process and analyze unstructured data using Google Cloud Platform and large language models.

Alex Labuda

Alex Labuda

12 min read
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Customer Segmentation Diagram

Machine LearningFeb 28, 2023

Effective Customer Segmentation with Unsupervised Learning

How to build robust customer segments using clustering techniques that lead to actionable marketing strategies and personalized user experiences.

Article coming soon
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MLOps Workflow Diagram

MLOpsJan 15, 2023

MLOps Best Practices for Production-Ready Models

A comprehensive guide to deploying robust machine learning models in production environments, covering version control, CI/CD pipelines, and monitoring.

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Time Series Chart

ForecastingDec 10, 2022

Advanced Time Series Forecasting for Retail Demand

Examining state-of-the-art approaches to retail demand forecasting using time series models, incorporating seasonality, promotions, and external factors.

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Tableau Dashboard

Data VisualizationNov 5, 2022

10 Tableau Tips to Create More Effective Dashboards

Practical advice for creating impactful Tableau dashboards that communicate insights effectively and facilitate data-driven decision making.

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Marketing Attribution Chart

Marketing AnalyticsOct 20, 2022

Media Mix Modeling in the Age of Privacy

How media mix modeling provides a privacy-compliant alternative to cookie-based attribution in an increasingly restricted digital advertising landscape.

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Data Pipeline Diagram

Data EngineeringSep 15, 2022

Building Robust Data Pipelines with Python

A guide to creating reliable, scalable data pipelines using Python and modern tools like Apache Airflow, Luigi, and Prefect.

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