Pretrained computer vision classifier

Identify pasta types with one API call.

A pretrained pasta types classifier that sorts an image into one of 10 categories — what type of pasta it is. Use the pasta types API immediately, no training required, then adapt it to your own data when you need more.

Pretrained · Nyckel-trained 10 labels out of the box Image input

Try the pasta types classifier

Drop in a photo and get the prediction back. No signup, no setup.

What this pasta types classifier recognizes

A sample of the 25 labels this pretrained classifier chooses between.

Bucatini
Campanelle
Capellini
Cavatappi
Conchiglie
Farfalle
Fettuccine
Fusilli
Gnocchi
Lasagna

Need a label that isn't here? Clone the classifier into your Nyckel console and edit the label set to fit your data.

Call the pasta types API

Once you've added this classifier to your console, you get your own copy of it behind your own endpoint. Invoke it with any HTTP client:

curl

curl -X POST "https://www.nyckel.com/v1/functions/YOUR_FUNCTION_ID/invoke" \
  -H "Authorization: Bearer $NYCKEL_ACCESS_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{"data": "https://example.com/photo.jpg"}'

Python

import requests

# Get an access token: https://www.nyckel.com/docs/api/overview/authentication/
token = "YOUR_ACCESS_TOKEN"

response = requests.post(
    "https://www.nyckel.com/v1/functions/YOUR_FUNCTION_ID/invoke",
    headers={"Authorization": "Bearer " + token},
    json={"data": "https://example.com/photo.jpg"},
)
print(response.json())

Example response

{
  "labelName": "Bucatini",
  "labelId": "label_...",
  "confidence": 0.92
}

Under the hood

Model type
Nyckel-trained

Trained on a Nyckel-curated dataset covering 10 pasta types categories, served on Nyckel's own infrastructure — your image stays on Nyckel.

Input
Image

Send an image URL or file to the invoke endpoint; the response is a label with a confidence score.

Make it yours
Adaptable

Clone it, then correct predictions and add your own samples in the console — Nyckel retrains automatically, turning this into a custom model tuned to your data.

More than a demo: this page is one of thousands of pretrained functions on Nyckel, an ML classification platform. You can invoke classifiers by API, review predictions, correct labels, collect samples from production traffic, and promote any pretrained function to a private custom model — without changing your integration.

Where teams use pasta types classification

Restaurant Menu Optimization

Restaurants can utilize the pasta types identifier to ensure that their menus feature accurate descriptions of the pasta dishes they offer. By identifying pasta types visually, chefs can enhance the customer experience with correct pairings and recommendations based on the actual pasta used in their dishes.

Food Delivery Quality Control

Food delivery services can implement this image classification function to verify the pasta types included in meal kits before they are dispatched. This ensures that customers receive the correct ingredients as advertised, reducing complaints and enhancing customer satisfaction.

Ingredient Inventory Management

Grocery stores and suppliers can use the pasta identifier to streamline their inventory management processes. By automatically classifying pasta types through images, they can efficiently track stock levels and optimize reordering strategies based on demand for specific pasta types.

Culinary Education and Training

Cooking schools and culinary programs can incorporate the pasta identifier into their educational resources, allowing students to learn about various pasta types interactively. This tool can enhance students' recognition and understanding of pasta, leading to improved cooking techniques and dish creation.

Food Blogging and Content Creation

Food bloggers and social media influencers can leverage the pasta identifier to create engaging content about different pasta types and their uses. This function can help them ensure accuracy in the culinary details they share, increasing credibility and attracting a wider audience.

Recipe Generation and Personalization

Meal planning apps can integrate the pasta types identifier to generate personalized recipes based on users' preferred pasta shapes and dishes. By accurately identifying pasta types in photos, the app can suggest tailored recipes that cater to user tastes and dietary needs, improving user engagement.

Diet and Nutrition Tracking

Health and nutrition apps can utilize the pasta identifier to help users keep track of their carbohydrate intake from pasta dishes. By recognizing specific types of pasta in user-uploaded meal images, these apps can provide more accurate nutritional information, facilitating better diet management.

Common questions

What's the difference between a zero-shot and a Nyckel-trained classifier?

A zero-shot classifier uses a large foundation model's general knowledge to pick between your labels — no task-specific training, so new or edited labels work immediately. A Nyckel-trained classifier has been trained on labeled examples and runs on Nyckel's own infrastructure, which typically makes it faster, cheaper per call, and more accurate on data that resembles its training set. The "Under the hood" section on this page shows which kind this classifier is, and any classifier can be adapted into a trained one by adding your own examples.

How do I know whether this will work for my application?

Honestly: we can't know in advance — it depends on your data stream and how closely it resembles what this classifier has seen. The reliable way to find out is to measure it on your own data: start invoking the classifier with real traffic, or upload and annotate a set of images in the console — make sure they look like your production data, not idealized examples. Nyckel's evaluation metrics then show you exactly how it performs on that data before you rely on it.

What happens when it makes a mistake?

No classifier is perfect, so Nyckel is built around the correction loop: invokes can be captured for review, you confirm or correct predictions in the console, and corrections become training data. Over time the model adapts to your data distribution — accuracy on your traffic improves with use rather than staying fixed.

Do I need training data to get started?

No. This pasta types classifier works out of the box — clone it into your console and you'll have your own API endpoint in under a minute. Training data only enters the picture when you want to adapt it: your corrected predictions and uploaded samples improve the model, and you can also edit the label set to match your needs.

What does it cost to try?

Trying the classifier on this page is free with no signup. Cloning it requires a free account, and the free tier covers your first API calls each month — see nyckel.com/pricing for current limits and paid tiers.

Ready to classify pasta types at scale?

Add this pretrained classifier to your Nyckel console — you'll get a live API endpoint in under a minute, and a path to a custom model when you need one.