Document embeddings extend the concept of text embeddings to larger bodies of text, such as entire documents or collections of documents. These embeddings capture the overall semantic meaning of a document, enabling tasks like document classification, clustering, and information retrieval. For instance, ...
Figure 25-7 shows an example of some text rendered in perspective using our technique.Figure 25-7 Our Algorithm Is Used to Render 2D Text with Antialiasing Under a 3D Perspective TransformIn the future, we would like to extend this rendering paradigm to curves of degree 4 and higher. T...
The proposed model applies knowledge distillation (Sanh et al., 2019) as a compression technique where a compact model is trained while decreasing the number of parameters. The general architecture of DistilBERT is the same as BERT but the number of layers is reduced by factor of two. In ...
This is often used by vector-enabled databases as a technique in recommendation systems. Image and video search. Vector search is commonly used in image and video search. By representing images or videos as vectors, a vector search process, such as Google Images, can identify similar visual ...
The method was applied to detect defects and extract their profiles from digital 2D image of welded rough surface of the structures aiming at the development of automated visual inspection system. The potential availability of the new technique based on vector representation of digital image was ...
This technique is commonly used to convert high-dimensional and categorical data into continuous, lower-dimensional vectors, which can be more effectively used by machine learning algorithms. Vector embeddings are particularly popular in natural language processing (NLP), where they are used to ...
Locality-sensitive hashing (LSH) is an ANN search technique that uses hash functions. They are mathematical functions that transform high-dimensional data points into lower-dimensional representations called buckets. Points that are close together in the original space are more likely to be hashed into...
similar to the technique described by Nguyen et al.33We defined clonal expansion as two or more unique integrations (as determined by independent UMI sequences and adapter locations) at the same genomic location. Samples were evaluated for the percentage of integrations with clonal expansion, the ...
Raster animation is a technique in animation where each frame is created as a separate image made up of pixels, or "raster" graphics. From an animator's perspective, this approach involves drawing or manipulating individual pixels in each frame, which can be a meticulous process. Unlike vector...
the user input/query/request is also transformed into an embedding, and vector search techniques are employed to locate the most similar embeddings within the database. This technique enables the identification of the most relevant data records in the database. These retrieved records are then suppl...