Virtual Biochemistry Lab Assistant
About the Project
The most challenging part of performing practicals in biochemistry is solution preparation — calculating molarity, volumes, moles, and dilutions repeatedly. These calculations are time-consuming and prone to errors, especially for students or early-stage researchers.
To simplify this, I created the Virtual Biochemistry Lab Assistant, a tool that performs essential lab calculations instantly, providing accurate preparation steps for solutions, dilutions, and reagents. This allows researchers to focus more on the experiment itself, rather than manual calculations.
Inspiration
During my practicals, I noticed that manual calculations were slowing down experiments. I wanted a tool that could:
- Automate solution calculations
- Reduce errors
- Save time
- Help students and researchers focus on experiments
This project combines computational assistance with real lab workflows, bridging theory and practical needs.
What I Learned
- Streamlit for interactive web apps
- Python for scientific calculations (moles, molarity, dilution factors)
- Session management to simulate step-wise lab workflows
- Visualization of lab results and preparation steps
- How to design a tool for real user workflows in science
How I Built It
- Built with Python 3.13
- Streamlit for the interactive UI
- NumPy & Pandas for calculations and data handling
- Used real lab formulas for:
- Molarity: \( M = \frac{n}{V} \)
- Dilution: \( C_1 V_1 = C_2 V_2 \)
- Mass from moles: \( m = n \times MW \)
- Molarity: \( M = \frac{n}{V} \)
- UI designed for a step-by-step workflow:
- Sample preparation
- Solution calculation
- Dilution / reagent prep
- Optional extensions (enzyme kinetics, gel electrophoresis, protein assays)
- Sample preparation
Challenges
- Simulating step-wise lab workflow in a web app
- Keeping calculations accurate but simple for students
- Displaying results in a clear, interactive format
- Handling multiple types of calculations in one interface

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