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The Cerebros package is an ultra-precise Neural Architecture Search (NAS) / AutoML that is intended to much more closely mimic biological neurons than conventional neural network architecture strategi...

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# from #254 : A CICD scale copy of the HPO script for further study.

# Tweaks and refactors to ## **From #253** ## TO DO: - [x] ### Add to text generation samples: - temperature=0.75, top_k=75, top_p=0.98, presence_penalty=1.4, frequency_penalty = 1.4 - temperature=0.7, top_k=75,...

# Run an HPO study training NotGPT on the 681 sample World English Bible Genesis 40 token context length data set. ## From #252

kind/enhancement
triage/high-priority
kind/validation
audience/technical
kind/performance

# Test that this will run at the small scale to lint the larger scale container. ```Dockerfile FROM tensorflow/tensorflow:2.19.0 RUN apt update -y RUN apt upgrade -y RUN apt install...

# Reproduce #243 with penalties and perhaps a more tuned hyperparam range considering the results of the last run. ## From #240 (latest updates to API including penalties for repetition)

# On the Generative model proof of concept: Add system telemetry using MlFlow system metrics. - I want to collect metrics on the CPU / GPU and RAM pressure, etc....

triage/high-priority
kind/stability
kind/validation
audience/technical

Make an alternate API that mimics CerebrosSimpleRandomSearch but uses Optuna TPEsampler(multivariate=True) instead of random selections.

kind/enhancement
triage/high-priority
audience/technical
kind/experimental

# Dev branch - Create a working branch to hold this vanilla scale NLP generative proof of concept that may be used in the future for CICD testing, while its...

triage/high-priority
audience/technical
kind/cicd

From #230 Test out a simulated Voxel layer as an output.

kind/enhancement
audience/technical
triage/intermediate-priotrity
hold/more-ml-validation-testing-required
kind/experimental