Context
Deep Mind, a company owned by Google, announced that it had predicted the three-dimensional structures of more than 200 million proteins using Alpha Fold.
Background
Analysis
What is AlphaFold?
How does the AlphaFold work?
Global Distance Test
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What is CASP14?
What are their contributions to the Health sector?
What do these developments mean to India?
What are some limitations of the Alpha-fold?
AlphaFold DB currently focuses on the use case validated in CASP14: predicting the structure of a single protein chain with a naturally occurring sequence. Though has some limitations;
Conclusion
AlphaFold 1 proved that neural networks possess the complexity required in order to be capable of modeling the protein folding mechanism. AlphaFold 2 further improves accuracy by using a more representative internal representation and embedding equivariance knowledge in the model. However, the technologies in the field of Health sector-based lab research need to focus on seeing the current scenario.
Verifying, please be patient.