This sample shows how to create two AKS-hosted chat applications that use OpenAI, LangChain, ChromaDB, and Chainlit using Python and deploy them to an AKS environment built in Terraform. aks-openai-chainlit-terraformDeploy an OpenAI, LangChain, ChromaDB, and Chainlit chat app in Azure Kubern...
The duration of this pause was inversely proportional to the spontaneous level of simple spikes before the occurrence of a CFR. In the other half of the recorded population of Purkinje cells, vestibularly driven CFRs did not alter the simple spike responses. 5. Vestibularly and visually mediated...
To limit the list of fields tonameandpopulation, add the following projection document to thePROJECTfield: {
As researchers interested in explaining AI decisions, we have access to the input, the output, and a mass of hidden functions that are either inscrutable because we are not allowed to look at them, uninterpretable because we have no way to understand them, or both. This formulation of the ...
I would like to compute "Mahalanobis" distance between all pairs of points in the data, and between arbitrary new points from the "same population" (not just between the individual points and the location center estimator). Can the MCD call do this? Is there another ...
Then we invented a stand to hold everything together at the front of the room.” After a few iterations, the result was a single enclosure that contains all the audio, video, projection, compute, and networking needs. This one piece of equipment, with its simplified design, can ...
Use matrices Q, K, and V to respectively transform the inputs “query”, “key” and “value”. Note that for self-attention, query, key, and values are all equal to our input embedding Compute the attention score using cosine similarity (a dot product) between thequeryand thekey. Score...
However, this results in less-than-optimal performance gains. The optimized implementation we went with reduces compute and memory by taking advantage of the fact that the repeated tensors are identical, allowing for expansion to occur after passing through the cross-attention’s linear proje...
You compute the value of the penalty by multiplying the replacement cost ($500,000) with the multiplier, 0.25 (1 – 0.75). So by violating the coinsurance clause, you are not only unable to receive the full replacement cost, but you also have to pay a hefty penalty. ...
to obtain replicable DE genes. We wondered if a similar threshold would hold for single-cell RNAseq and how aggregation across datasets would improve the threshold for FC and the area under the receiver-operator curve (AUROC), a statistic routinely used to compute the statistical significance of...