elixir 33 beam 18 ai 17 research 16 otp 16 llm 14 statistical-testing 13 reliability 13 ensemble-methods 13 functional-programming 6 phoenix 5 deep-learning 5 nx 5 erlang 5 ml-ops 3 mlops 3 rust 3 benchmarking 3 experiment-tracking 3 gleam 3 scholar 3 nshkr-crucible 3 data-quality 2 explainability 2 nshkr-ai-infra 2 interpretability 2 transparency 2 linear-algebra 2 statistics 2 metrics 2 neural-networks 2 neural-network 2 datasets 2 axon 2 data-science 2 python 2 human-in-the-loop 2 feedback-loop 1 model-monitoring 1 training-framework 1 drift-detection 1 api-client 1 ai-optimization 1 data-curation 1 continuous-learning 1 hex-package 1 artificial-intelligence 1 huggingface 1 concurrent-programming 1 sdk 1 active-learning 1 typespecs 1 erlang-otp 1 shap 1 tensor 1 annotation-tool 1 labeling-ui 1 liveview 1 nshkr-ingot 1 phoenix-framework 1 real-time 1 artifact-management 1 lineage-tracking 1 metadata 1 model-management 1 model-registry 1 model-versioning 1 reproducibility 1 checkpoint-management 1 distributed-training 1 gradient-descent 1 hyperparameter-optimization 1 model-training 1 security 1 security-framework 1 bioinformatics 1 distributed-computing 1 parallelization 1 workflow 1 workflow-engine 1 ai-fairness 1 algorithmic-fairness 1 bias-detection 1 bias-mitigation 1 ethical-ai 1 fairness 1 ml-fairness 1 responsible-ai 1 text-processing 1 data-collection 1 instrumentation 1 monitoring 1 observability 1 research-metrics 1 telemetry 1 deep-neural-networks 1 deeplearning 1 gleam-lang 1 evolutionary-algorithms 1 gemini 1