---
title: "Science and Machines"
subtitle: "Exploring how analytical chemistry + ML can transform biology"
page-layout: custom
toc: false
---

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# The Learning Question

**How can analytical chemistry + machine learning create breakthroughs in biology and biotech?**

I'm a machine learning practitioner learning analytical chemistry to discover transformative applications at this intersection. This site documents my journey, insights, and the community building around this exploration.
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## Current Learning Focus

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### This Week: Applications vis/uv spectroscopy

Exploring how UV/Vis spectroscopy can be enhanced with machine learning techniques to improve data analysis and interpretation in analytical chemistry. 

[→ Latest Learning Log](/learning-logs/)
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## Recent Insights

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### Data Richness
Analytical instruments have massive potential to generate data that is perfect for ML approaches.
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### Simulation and instrument development 
Instrument development can be accelrated with simulation.
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### Optimizing Experimental Design
Experimental design and method development could benefit dramatically from ML optimization.
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## Learning Timeline

```{=html}
<div class="timeline-preview">
  <div class="timeline-item">
    <div class="timeline-date">January 2025</div>
    <div class="timeline-content">Started journey: ML background → Analytical Chemistry exploration</div>
  </div>
  <div class="timeline-item current">
    <div class="timeline-date">Now</div>
    <div class="timeline-content">Learning vis/uv spectroscopy applications, limits, etc</div>
  </div>
  <div class="timeline-item future">
    <div class="timeline-date">Coming</div>
    <div class="timeline-content">First ML + analytical chemistry project</div>
  </div>
</div>
```

[→ Full Timeline](/progress/timeline.qmd)

## Join the Journey

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### 📚 Follow Along
Read weekly learning logs documenting discoveries, failures, and insights.

[Learning Logs →](/learning-logs/)
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### 🤝 Contribute
Share your expertise, suggest resources, or collaborate on projects.

[Community →](/community/challenges/)
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### 💡 Explore Ideas
Browse emerging applications at the ML + analytical chemistry intersection.

[Knowledge Base →](/knowledge-base/ml-intersections/)
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### ❓ Open Questions
Help answer key questions driving this exploration.

[Questions →](/progress/questions.qmd)
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*Learning in public to accelerate discovery at the intersection of analytical chemistry and machine learning.*