In an era where Generative AI is transforming every field—from healthcare to education—I wanted to explore its applications in personalized nutrition science. This capstone project combines Google Gemini, LangChain, and LangGraph to create a smart nutritionist agent that can:
- Identify biomolecules in any fruit or vegetable
- Estimate calorie content per 100g
- Respond dynamically to different food queries
All of this was built entirely inside Kaggle using Google’s cutting-edge Gemini API.
Technologies Used
| Tool / Library | Purpose |
|---|---|
| Google Gemini Pro | Core LLM for nutrition analysis |
| LangChain + LangGraph | Agent framework to modularize logic |
| Kaggle Notebooks | Execution environment |
| Kaggle Secrets | API key management |
What Does the AI Agent Do?
The AI agent asks the user for a fruit or vegetable name (like “spinach” or “mango”), and then:
- Sends a prompt to Gemini Pro asking for:
- Key biomolecules (carbs, proteins, fiber, etc.)
- Estimated calories per 100g
- Receives structured, clean, and readable nutritional data
- Displays the results like a virtual dietitian.
Sample Output
Input: mango
Gemini Output:
- Carbohydrates: ~15g
- Fiber: ~1.6g
- Protein: ~0.8g
- Fats: ~0.4g
- Vitamins: A, C, E
- Calories: ~60 kcal per 100g
Gen AI Capabilities Demonstrated
- Agents using LangGraph
- Few-shot prompting to control output
- Structured generation with bullet-point responses
- Long-context LLM (Gemini 1.5 Pro)
- Google Cloud (via Vertex AI + Generative AI API)
Real-World Use Cases
This type of AI agent can power:
- Personalized diet apps
- Voice nutrition assistants
- Smart grocery shopping tools
- Health-focused education
View the Project
👉 Explore the full code and logic on Kaggle
https://www.kaggle.com/code/garima0186/googlecapstoneproject-garima0186
Disclaimer: All information provided on www.academicbrainsolutions.com is for general educational purposes only. While we strive to provide accurate and up-to-date information, we make no representations or warranties of any kind, express or implied, about the completeness, accuracy, reliability, suitability, or availability of the information contained on the blog/website for any purpose. Any reliance you place on such information is therefore strictly at your own risk. The information provided on www.academicbrainsolutions.com is not intended to be a substitute for professional educational advice, diagnosis, or treatment. Always seek the advice of your qualified educational institution, teacher, or other qualified professional with any questions you may have regarding a particular subject or educational matter. In no event will we be liable for any loss or damage including without limitation, indirect or consequential loss or damage, or any loss or damage whatsoever arising from loss of data or profits arising out of, or in connection with, the use of this blog/website. Our blog/website may contain links to external websites that are not provided or maintained by us. We do not guarantee the accuracy, relevance, timeliness, or completeness of any information on these external websites. Comments are welcome and encouraged on www.academicbrainsolutions.com is but please note that we reserve the right to edit or delete any comments submitted to this blog/website without notice due to: Comments deemed to be spam or questionable spam, Comments including profanity, Comments containing language or concepts that could be deemed offensive, Comments that attack a person individually.By using www.academicbrainsolutions.com you hereby consent to our disclaimer and agree to its terms. This disclaimer is subject to change at any time without prior notice
Academic Brain Solutions 
Leave a comment