We supply pipelines for iterative training of models using data that will make the greatest contribution to the quality of the model
Minimum effort, maximum quality of your model through active learning
ACTIVE LEARNING PIPLINE
Signals for updating the model
/05
Model version ready for deployment
/04
Model training
/03
Data labeling
/02
Image sampling using CVAL
/01
Pool of unlabeled images
our Advantages
CVAL makes it possible to get a model of better quality that requires less data due to using efficient strategies for sampling images from a pool of unlabeled ones
-50%
Reduce operating costs for labeling
Meet deadlines and budget for data labeling by reducing the amount of labeling
+2-3 p.p.
To the quality of a model by predictive budget
Gaining competitive advantages by overcoming the industry threshold for ML product quality
98%
Focusing highly qualified ML personnel on creating key product value
Increasing the efficiency of using the company's ML resources by focusing them on the core functionality of the product
Privacy First is a balance of flexibility and security. The model and data will remain on your side
Product features
Minimizing time to market and labeling costs while swiftly delivering and maintaining high-quality models
Customer can choose one of these options
CVAL's in-house computation allows for rapid hypothesis testing, streamlining your model iteration process
Comprehensive set of sampling strategies - will allow you to get the most useful data for training models
Client library for quickly implementing your own active learning pipelines
The dataset is loaded into the service, the target model (from predefined ones) is placed in the service. Embeddings are computed using a predefined embedder or through a custom embedder on the client's side
889
$/month
/Privacy first
A data set of up to 100K frames
445
$/month
For an additional 100K frames
Only sampling is available on the service side. Frames are not transferred to the service. The client trains the model, gets embedding, makes an inference, on his side
445
$/month
/cloud pro
A data set of up to 100K frames
1 556
$/month
For an additional 100K frames
/on-premise
The custom model and the custom embedder are located in the service. All calculations are performed on the service side
For all
1 556
889
$/month
$/month
The service is entirely hosted on the client side (1 model and 1 embedder)
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