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🤝 COLLABORATION

Get Apache Airflow® 3 certified (for free)

Get Apache Airflow® 3 certified (for free)

On September 16, Beyond Analytics kicks off with a live Airflow 3 Certification Crash Course, where you can ask questions and prepare for the Airflow 3 certification exam.

Join “Data with Marc’s” creator Marc Lamberti for a live session where you will:

• Learn about the Airflow 3 features that will be covered in the exam, such as scheduling, DAG versioning, and backfills
• Get your certification questions answered live
• Receive a $150 voucher for the official Airflow 3 certification exam

→ Register here

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📅 Today’s Picks

Create Compelling Animated Visualizations with Matplotlib Animation

Problem

Static charts can’t reveal how data patterns and relationships change over time.

Solution

With Matplotlib’s animation module, you can transform static plots into dynamic, interactive data stories.

Some use cases of Matplotlib animation:

• Time series data visualization showing trends over periods
• Machine learning model convergence and training progress
• Scientific simulations and mathematical function behavior
• Business metrics dashboards with real-time updates

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Milvus: Unified Search Across Text, Images, and Audio

Problem

It is a pain to search across text documents, images, and audio files in different search systems. Traditional search engines excel at text but struggle with visual content, while media-specific tools can’t understand textual context.

Solution

Milvus supports multi-modal search by storing embeddings from different data types in a single collection. This allows you to query text, images, and audio simultaneously.

Here’s how Milvus works:

• Generate embeddings for text, images, and audio using specialized models
• Store all embeddings in unified Milvus collection with metadata
• Execute similarity searches across all content types simultaneously
• Return ranked results regardless of original data format

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☕️ Weekly Finds

phoenix [MLOps] – Open-source AI observability platform for experimentation, evaluation, and troubleshooting of LLM applications

mesop [Python Utils] – Python-based UI framework for rapidly building web apps and ML/AI demos

crawlee-python [Python Utils] – Web scraping and browser automation library

Looking for a specific tool? Explore 70+ Python tools →

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