repoGitHubTrust 82 · PrimaryPublished 1mo agoLive · 1mo ago
EthicalML/awesome-production-machine-learning
A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
Lineage graph
Paper → model → repo connections mined from source citations (Tier-1 exact match).
Why these links exist
Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.
- PossiblePossibly related (embedding) · 54%International Conference on Machine Learning (ICML) 2026 - Apple Machine Learning Research →
- PossiblePossibly related (embedding) · 50%Best machine learning development companies for time series forecasting (2026) - PC Tech Magazine →
- PossiblePossibly related (embedding) · 50%IN 2026 ML BOOK OUTDATED? [D] →
- FuzzySimilar title/name (fuzzy) · 59%Entropy-Constrained Machine Learning with Residual Data Augmentation for Modeling Chemical Kinetics →
“Fuzzy title match (0.73): “Entropy-Constrained Machine Learning with Residual Data Augm” ≈ “EthicalML/awesome-production-machine-learning””
- FuzzySimilar title/name (fuzzy) · 59%Machine Learning for Depression Screening and Intervention: an Original Circadian Rhythm Score-based Methodology →
“Fuzzy title match (0.73): “Machine Learning for Depression Screening and Intervention: ” ≈ “EthicalML/awesome-production-machine-learning””
- FuzzySimilar title/name (fuzzy) · 59%Understanding How Humans Inject Knowledge into Machine Learning Workflows through Visual Analytics →
“Fuzzy title match (0.73): “Understanding How Humans Inject Knowledge into Machine Learn” ≈ “EthicalML/awesome-production-machine-learning””
- FuzzySimilar title/name (fuzzy) · 59%Human-Machine Collaboration on Generative Meta-Learning: Model and Algorithm →
“Fuzzy title match (0.73): “Human-Machine Collaboration on Generative Meta-Learning: Mod” ≈ “EthicalML/awesome-production-machine-learning””
- FuzzySimilar title/name (fuzzy) · 59%Spectral Stability of Pseudoinverse-Based Extreme Learning Machine →
“Fuzzy title match (0.73): “Spectral Stability of Pseudoinverse-Based Extreme Learning M” ≈ “EthicalML/awesome-production-machine-learning””
Covers
Implements
paperEntropy-Constrained Machine Learning with Residual Data Augmentation for Modeling Chemical KineticspaperMachine Learning for Depression Screening and Intervention: an Original Circadian Rhythm Score-based MethodologypaperUnderstanding How Humans Inject Knowledge into Machine Learning Workflows through Visual AnalyticspaperHuman-Machine Collaboration on Generative Meta-Learning: Model and AlgorithmpaperSpectral Stability of Pseudoinverse-Based Extreme Learning MachinepaperQuantum vs. Classical Machine Learning: A Unified Empirical ComparisonpaperBeyond Adam: SOAP and Muon for Faster, Label-Efficient Training of Machine Learning Interatomic PotentialspaperBeyond the Expressivity-Trainability Paradox: A Dynamical Lie Algebra Perspective on Navigating Barren Plateaus in Quantum Machine LearningpaperAutomatic Thematic Indexing of Large Literary Corpora: A Machine Learning Approach to Voltaire's Complete WorkspaperPredicting Early Stages Of Alzheimer's Disease And Identifying Key Biomarkers Using Deep Artificial Neural Network And Ensemble Of Machine Learning MethodologiespaperComparative Analysis of Machine Learning based Intrusion Detection in Realistic IoT NetworkspaperMulti-Modal, Multi-Environment Machine Teaching for Robust Reward LearningpaperThe Price of Reasoning: Cost-Quality Tradeoffs in Reinforcement Learning for Neural Machine TranslationpaperOn the Structural Limits of Machine Learning Decision Systems: An Information-Theoretic, Interaction-Based, and Stochastic-Dynamical Perspective
Covers (incoming)
newsMachine learning industry job requirements used to be myopic, but now it feels impossible. Anyone else seeing this? [D]newsReview: Building Machine Learning Systems with a Feature Store - Help Net SecuritynewsBiology and machine learning join forces - Earth.comnewsMachine learning offers a safer way to assess chemical threats to endangered fish - EurekAlert!newsWhen Unlearning Is Free: Leveraging Low Influence Points to Reduce Computational Costs - Apple Machine Learning ResearchnewsScaling Snowflake’s Partner Program with Machine Learning - Snowflake
Related across the graph
paperEntropy-Constrained Machine Learning with Residual Data Augmentation for Modeling Chemical KineticsnewsBest machine learning development companies for time series forecasting (2026) - PC Tech MagazinepaperMachine Learning for Depression Screening and Intervention: an Original Circadian Rhythm Score-based MethodologynewsMachine learning industry job requirements used to be myopic, but now it feels impossible. Anyone else seeing this? [D]paperUnderstanding How Humans Inject Knowledge into Machine Learning Workflows through Visual AnalyticspaperHuman-Machine Collaboration on Generative Meta-Learning: Model and AlgorithmpaperSpectral Stability of Pseudoinverse-Based Extreme Learning MachinenewsWhen Unlearning Is Free: Leveraging Low Influence Points to Reduce Computational Costs - Apple Machine Learning ResearchpaperAutomatic Thematic Indexing of Large Literary Corpora: A Machine Learning Approach to Voltaire's Complete WorkspaperOn the Structural Limits of Machine Learning Decision Systems: An Information-Theoretic, Interaction-Based, and Stochastic-Dynamical PerspectivenewsInternational Conference on Machine Learning (ICML) 2026 - Apple Machine Learning ResearchpaperMulti-Modal, Multi-Environment Machine Teaching for Robust Reward LearningpaperQuantum vs. Classical Machine Learning: A Unified Empirical ComparisonpaperBeyond Adam: SOAP and Muon for Faster, Label-Efficient Training of Machine Learning Interatomic PotentialspaperThe Price of Reasoning: Cost-Quality Tradeoffs in Reinforcement Learning for Neural Machine TranslationnewsScaling Snowflake’s Partner Program with Machine Learning - SnowflakepaperComparative Analysis of Machine Learning based Intrusion Detection in Realistic IoT NetworkspaperPredicting Early Stages Of Alzheimer's Disease And Identifying Key Biomarkers Using Deep Artificial Neural Network And Ensemble Of Machine Learning MethodologiesnewsIN 2026 ML BOOK OUTDATED? [D]paperBeyond the Expressivity-Trainability Paradox: A Dynamical Lie Algebra Perspective on Navigating Barren Plateaus in Quantum Machine LearningnewsBiology and machine learning join forces - Earth.comnewsReview: Building Machine Learning Systems with a Feature Store - Help Net SecuritynewsMachine learning offers a safer way to assess chemical threats to endangered fish - EurekAlert!