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Newsletter #207: Build Automated Chart Analysis with Hugging Face SmolVLM

Newsletter #207: Build Automated Chart Analysis with Hugging Face SmolVLM


📅 Today’s Picks

Build Automated Chart Analysis with Hugging Face SmolVLM

Code example: Build Automated Chart Analysis with Hugging Face SmolVLM

Problem

Data teams spend hours manually analyzing charts and extracting insights from complex visualizations.

Manual chart analysis creates bottlenecks in decision-making workflows and reduces time available for strategic insights.

Solution

Hugging Face’s SmolVLM transforms this workflow by instantly generating insights, allowing analysts to focus on validation, strategic context, and decision-making rather than basic pattern recognition.

The complete workflow could look like this:

  • Automated chart interpretation using vision language models
  • Expert review and validation of AI findings
  • Strategic context addition by domain specialists

Hydra Multi-run: Test All Parameters in One Command

Code example: Hydra Multi-run: Test All Parameters in One Command

Problem

When you run a Python script with different preprocessing strategies and hyperparameter combinations, waiting for each variation to complete before testing the next is time-consuming.

Solution

Hydra multi-run executes all parameter combinations in a single command, saving you time and effort.

Plus, Hydra offers:

  • YAML-based configuration management
  • Override parameters from the command line
  • Compose configs from multiple files
  • Environment-specific configuration switching

☕️ Weekly Finds

Scrapegraph-ai [Data Extraction] – Python scraper based on AI

Marker [Document Processing] – Convert PDF to markdown quickly with high accuracy

EdgeDB [Database] – A graph-relational database with declarative schema, built-in migration system, and a next-generation query language

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

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    Work with Khuyen Tran

    Work with Khuyen Tran