A detailed view of bioceramic composite material, blending the strength of ceramics with the lightness of plastic, ideal for medical implants and eco-friendly construction. Created by AI, style: Bioceramic Composite. 🏥
Composite Design Pattern suitable for cases with a hierarchical structure like a tree structure. At least a common behavior through the hierarchy is a must
In the world of software design, the Composite Design Pattern plays a significant role in structuring complex hierarchies in a unified manner. This pattern a...
METAL STRUCTURE MSN-04 Sazabi – GUNJAP
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METAL STRUCTURE “kaitai-shou-ki MSN-04 Sazabi” REVIEW – GUNJAP
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Geometric deep learning has recently achieved great success in non-Euclidean domains, and learning on 3D structures of large biomolecules is emerging as a distinct research area. However, its efficacy is largely constrained due to the limited quantity of structural data. Meanwhile, protein language models trained on substantial 1D sequences have shown burgeoning capabilities with scale in a broad range of applications. Several preceding studies consider combining these different protein modalities to promote the representation power of geometric neural networks but fail to present a comprehensive understanding of their benefits. In this work, we integrate the knowledge learned by well-trained protein language models into several state-of-the-art geometric networks and evaluate a variety of protein representation learning benchmarks, including protein-protein interface prediction, model quality assessment, protein-protein rigid-body docking, and binding affinity prediction. Our findings show an overall improvement of 20% over baselines. Strong evidence indicates that the incorporation of protein language models’ knowledge enhances geometric networks’ capacity by a significant margin and can be generalized to complex tasks. Integrating knowledge from protein language models into geometric networks improves performance in tasks such as protein-protein interface prediction, model quality assessment, rigid-body docking, and binding affinity prediction.
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Thermoplastic is a widely used raw material in the manufacturing industry. The material holds its unique properties. As compared to regular plastic, thermoplastic is more durable and resistant. It is more cost-effective as compared to metals. Some unique properties also make it the best Lead substitute in the shielding and ammunition industry. The molecular structure…
Prime and Composite Numbers Anchor Chart- This blog post also includes a free practice worksheet!
AFCF - Technologie - Duratec
The National Centre of Physical and Technological Sciences used stunning White / Silver Alucobond PLUS cladding. Designed by architect AKG Architects
Australian artist Todd Robinson created a series of sculptures that challenge the laws of physics. Entitled “Experiments in Natural Philosophy“, his exhibition featured ropes climbing...
Interior Designer, Architect
