2017 · computer-science
Attention Is All You Need
The dominant sequence transduction models are based on complex recurrent or convolutional neural networks that include an encoder and a decoder. The best performing models also connect the encoder and decoder through an attention mechanism. We propose a new simple network architecture, the Transformer, based solely on attention mechanisms, dispensing with recurrence and convolutions entirely. Experiments on two machine translation tasks show these models to be superior in quality while being more parallelizable and requiring significantly less time to train. Our model achieves 28.4 BLEU on the WMT 2014 English-to-German translation task, improving over the existing best results, including ensembles, by over 2 BLEU. On the WMT 2014 English-to-French translation task, our model establishes a new single-model state-of-the-art BLEU score of 41.8 after training for 3.5 days on eight GPUs, a small fraction of the training costs of the best models from the literature. We show that the Transformer generalizes well to other tasks by applying it successfully to English constituency parsing both with large and limited training data.
Study Attention Is All You Need2024 · computer-science
Properties of Dental Materials
This presentation covers the fundamental properties of dental materials, categorized into physical, thermal, electrical/electrochemical, optical, and mechanical properties. It details key concepts such as density, viscosity, hardness (including Brinell, Rockwell, Vickers, and Knoop tests), solubility, sorption, adhesion, and wettability. Thermal properties discussed include the coefficient of thermal expansion, thermal conductivity, and thermal diffusivity. Electrochemical properties focus on corrosion (crevice, galvanic, pitting, and stress corrosion) and tarnish. Optical properties cover color matching using the Munsell Color System and shade guides, transparency, translucency, opacity, metamerism, reflection, refraction, and fluorescence. Mechanical properties are explored through basic forces (tension, compression, shear), stress-strain curves, modulus of elasticity, resilience, toughness, ductility, malleability, and fatigue. Finally, basic dental instruments and equipment used in handling these materials are illustrated.
Study Properties of Dental Materials2024 · computer-science
EDU 566 REVIEWER
This document serves as a comprehensive study guide and reviewer for EDU 566, covering the fundamentals of Social Studies and Social Science, pedagogical principles, curriculum design, curriculum policies, pre-colonial Philippine society, the Spanish colonial system, Spanish expeditions, and the rise of Filipino nationalism and revolution.
Study EDU 566 REVIEWER