Towhee Examples

Towhee Examples are used to analyze the unstructured data with towhee, such as reverse image search, reverse video search, audio classification, question and answer systems, molecular search, etc.

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About Towhee Examples

x2vec, Towhee is all you need! Towhee can generate embedding vectors via a pipeline of ML models and other operations. It aims to make democratize x2vec, allowing everyone - from beginner developers to large organizations - to generate dense embeddings with just a few lines of code.

There are many interesting examples that use Towhee to process various unstructured data like images, audio, video, etc. You can easily run these examples on your machine.

Funny Example List

	Bootcamp	Operators
Getting Started	Getting Started with Towhee An introduction to DataCollection, which can help you better learn the data processing pipeline with Towhee.
Image	Reverse Image Search Search for images that are similar or related to the input image, it supports a lot of models such as ResNet, VGG, EfficientNet, ViT, etc.	Image Embedding Timm
	Image Animation Convert an image into an animated image.	Animegan Cartoongan
	Image Deduplication Find exact or near-exact duplicates within a collection of images.	Image Decode Timm
	Text Image Search Returns images related to the description of the input query text, which is cross-modal retrieval.	CLIP
	Visualization Under the hood: Embedding models and ANNS indexes in image search.	embedding_visualization
NLP	Q&A System Process user questions and give answers through natural language technology.	Text Embedding DPR
	Recommendation System(TBD) Predict the "rating" or "preference" a user would give to an item.
	Text Search Search most similar text to the query text across all data.	DPR
Video	Reverse Video Search It takes a video as input to search for similar videos.	Video Classification Pytorchvideo
	Video Classification Video Classification is the task of producing a label that is relevant to the video given its frames.	Video Classification
	Text Video Search Search for similar or related videos with the input text.	CLIP4Clip
	Deepfake Detection Predict the probability of a fake video for a given video.	Deepfake
Audio	Audio Classification Categorize certain sounds into certain categories, such as ambient sound classification and speech recognition.	Audio Classification
Medical	Molecular Search Search for similar molecular formulas based on the Tanimoto metric, and also supports searching for substructures and superstructures.	RDKit
Data Science	Credit Card Approval Prediction Predict whether the bank issues a credit card to the applicant, and the credit scores can objectively quantify the magnitude of risk.	Logistic Regression Decision Tree SVM
Training	Fine Tune Tutorial about how to fine tuen with towhee.	Image Embedding

Contributing

Contributions to Milvus Bootcamp are welcome from everyone. See Guidelines for Contributing for details.

Support

Join the Towhee community on Slack to give feedback, ask for advice, and direct questions to the engineering team. You can also submit Issues or join Discussions.