elixir 37 beam 22 otp 20 ai 19 llm 18 research 17 statistical-testing 13 reliability 13 ensemble-methods 13 nshkr-crucible 8 functional-programming 6 nx 6 erlang 5 phoenix 5 deep-learning 5 rust 4 benchmarking 4 ml-ops 3 mlops 3 metrics 3 experiment-tracking 3 reproducibility 3 nshkr-ai-infra 3 datasets 3 data-quality 3 embeddings 3 python 3 scholar 3 openai 3 gleam 3 interpretability 2 data-validation 2 human-in-the-loop 2 classification 2 gsm8k 2 humaneval 2 mmlu 2 north-shore-ai 2 transparency 2 explainability 2 data-science 2 hex-package 2 neural-network 2 neural-networks 2 hypothesis-testing 2 linear-algebra 2 streaming 2 axon 2 telemetry 2 statistics 2 api-client 2 statistical-analysis 2 ai-research 2 data-loading 1 evaluation 1 confidence-intervals 1 bleu 1 dataset-management 1 ml-datasets 1 adversarial-attacks 1 research-metrics 1 adversarial-examples 1 adversarial-testing 1 model-robustness 1 red-teaming 1 robustness 1 security-testing 1 observability 1 explainable-ai 1 monitoring 1 feature-attribution 1 instrumentation 1 safety-constraints 1 prompt-injection 1 security 1 llm-security 1 guardrails 1 content-filtering 1 ai-safety 1 ai-firewall 1 security-framework 1 text-processing 1 qlearning 1 reinforcement-learning 1 elixir-nx 1 math 1 elixir-library 1 gaussian-naive-bayes 1 knn-classifier 1 linear-regression 1 prediction 1 rouge 1 ai-benchmarks 1 benchmark-datasets 1 model-comparison 1 f1-score 1 research-framework 1 clustering 1 kmeans 1 decision-trees 1