II.
Specialization overview
Reference · livespecialization:data-science-ml
specialization:data-science-ml overview
Inspect the raw attributes, linked wiki pages, and inbound or outbound graph edges for specialization:data-science-ml.
Attributes
No attributes.
Outgoing edges
specializes1
- domain:data-science·DomainData Science
uses_library5
- library:pytorch·LibraryPyTorch
- library:tensorflow·LibraryTensorFlow
- library:scikit-learn·Libraryscikit-learn
- library:pandas·Librarypandas
- library:numpy·LibraryNumPy
uses_tool2
- tool:jupyter·ToolJupyter
- tool:mlflow·ToolMLflow
Incoming edges
applies_to4
- skill-area:experiment-design-AB-testing·SkillAreaExperiment Design & A/B Testing
- skill-area:data-science-experimentation·SkillAreaData Science Experimentation
- skill-area:feature-engineering·SkillAreaFeature Engineering
- skill-area:model-evaluation·SkillAreaModel Evaluation & Selection
contains21
- domain:machine-learning·DomainMachine Learning
- domain:quantum-machine-learning·DomainQuantum Machine Learning
- domain:drug-discovery·DomainDrug Discovery
- domain:fraud-detection·DomainFraud Detection
- domain:anti-money-laundering·DomainAnti-Money Laundering
- domain:credit-scoring·DomainCredit Scoring
- domain:underwriting·DomainUnderwriting
- domain:census-data·DomainCensus & Demographic Data
- domain:intelligence-analysis·DomainIntelligence Analysis
- domain:fitness-tech·DomainFitness Technology
- domain:fashion-tech·DomainFashion Technology
- domain:beauty-tech·DomainBeauty Technology
- domain:market-research·DomainMarket Research
- domain:affective-computing·DomainAffective Computing
- domain:computer-vision·DomainComputer Vision
- domain:nlp·DomainNatural Language Processing
- domain:speech-processing·DomainSpeech Processing
- domain:recommendation-systems·DomainRecommendation Systems
- domain:computational-biology·DomainComputational Biology
- domain:neuroscience·DomainNeuroscience
- domain:sports-fitness·DomainSports & Fitness
documents1
- page:library-data-science-ml·PageData Science and Machine Learning Specialization (Library)
lib_belongs_to_specialization68
- lib-agent:data-science-ml--ab-test-analyst·LibraryAgentab-test-analyst
- lib-agent:data-science-ml--automl-orchestrator·LibraryAgentautoml-orchestrator
- lib-agent:data-science-ml--data-engineer·LibraryAgentdata-engineer
- lib-agent:data-science-ml--deployment-engineer·LibraryAgentdeployment-engineer
- lib-agent:data-science-ml--distributed-training-engineer·LibraryAgentdistributed-training-engineer
- lib-agent:data-science-ml--drift-detective·LibraryAgentdrift-detective
- lib-agent:data-science-ml--eda-analyst·LibraryAgenteda-analyst
- lib-agent:data-science-ml--experiment-designer·LibraryAgentexperiment-designer
- lib-agent:data-science-ml--explainability-analyst·LibraryAgentexplainability-analyst
- lib-agent:data-science-ml--feature-engineer·LibraryAgentfeature-engineer
- lib-agent:data-science-ml--feature-store-engineer·LibraryAgentfeature-store-engineer
- lib-agent:data-science-ml--incident-responder·LibraryAgentincident-responder
- lib-agent:data-science-ml--integration-tester·LibraryAgentintegration-tester
- lib-agent:data-science-ml--ml-architect·LibraryAgentml-architect
- lib-agent:data-science-ml--ml-requirements-analyst·LibraryAgentml-requirements-analyst
- lib-agent:data-science-ml--model-evaluator·LibraryAgentmodel-evaluator
- lib-agent:data-science-ml--model-trainer·LibraryAgentmodel-trainer
- lib-agent:data-science-ml--retraining-orchestrator·LibraryAgentretraining-orchestrator
- lib-process:data-science-ml--ab-testing-ml·LibraryProcessab-testing-ml
- lib-process:data-science-ml--automl-pipeline·LibraryProcessautoml-pipeline
- lib-process:data-science-ml--data-collection-validation·LibraryProcessdata-collection-validation
- lib-process:data-science-ml--distributed-training·LibraryProcessdistributed-training
- lib-process:data-science-ml--eda-pipeline·LibraryProcesseda-pipeline
- lib-process:data-science-ml--experiment-planning·LibraryProcessexperiment-planning
- lib-process:data-science-ml--feature-engineering·LibraryProcessfeature-engineering
- lib-process:data-science-ml--feature-store·LibraryProcessfeature-store
- lib-process:data-science-ml--ml-architecture-design·LibraryProcessml-architecture-design
- lib-process:data-science-ml--ml-integration-testing·LibraryProcessml-integration-testing
- lib-process:data-science-ml--ml-observability·LibraryProcessml-observability
- lib-process:data-science-ml--ml-project-scoping·LibraryProcessml-project-scoping
- lib-process:data-science-ml--model-deployment-canary·LibraryProcessmodel-deployment-canary
- lib-process:data-science-ml--model-evaluation·LibraryProcessmodel-evaluation
- lib-process:data-science-ml--model-interpretability·LibraryProcessmodel-interpretability
- lib-process:data-science-ml--model-monitoring-drift·LibraryProcessmodel-monitoring-drift
- lib-process:data-science-ml--model-retraining·LibraryProcessmodel-retraining
- lib-process:data-science-ml--model-training-pipeline·LibraryProcessmodel-training-pipeline
- lib-skill:data-science-ml--alibi-explainer·LibrarySkillalibi-explainer
- lib-skill:data-science-ml--arize-observability·LibrarySkillarize-observability
- lib-skill:data-science-ml--bentoml-model-packager·LibrarySkillbentoml-model-packager
- lib-skill:data-science-ml--dvc-dataset-versioning·LibrarySkilldvc-dataset-versioning
- lib-skill:data-science-ml--evidently-drift-detector·LibrarySkillevidently-drift-detector
- lib-skill:data-science-ml--fairlearn-bias-detector·LibrarySkillfairlearn-bias-detector
- lib-skill:data-science-ml--feast-feature-store·LibrarySkillfeast-feature-store
- lib-skill:data-science-ml--great-expectations-validator·LibrarySkillgreat-expectations-validator
- lib-skill:data-science-ml--inference-performance-testing·LibrarySkillinference-performance-testing
- lib-skill:data-science-ml--jupyter-notebook-executor·LibrarySkilljupyter-notebook-executor
- lib-skill:data-science-ml--kubeflow-pipeline-executor·LibrarySkillkubeflow-pipeline-executor
- lib-skill:data-science-ml--lime-explainer·LibrarySkilllime-explainer
- lib-skill:data-science-ml--mlflow-experiment-tracker·LibrarySkillmlflow-experiment-tracker
- lib-skill:data-science-ml--model-card-generator·LibrarySkillmodel-card-generator
- lib-skill:data-science-ml--optuna-hyperparameter-tuner·LibrarySkilloptuna-hyperparameter-tuner
- lib-skill:data-science-ml--pandas-dataframe-analyzer·LibrarySkillpandas-dataframe-analyzer
- lib-skill:data-science-ml--pytest-ml-tester·LibrarySkillpytest-ml-tester
- lib-skill:data-science-ml--pytorch-trainer·LibrarySkillpytorch-trainer
- lib-skill:data-science-ml--ray-distributed-trainer·LibrarySkillray-distributed-trainer
- lib-skill:data-science-ml--reinforcement-learning-agents·LibrarySkillreinforcement-learning-agents
- lib-skill:data-science-ml--reproducibility-testing·LibrarySkillreproducibility-testing
- lib-skill:data-science-ml--rlhf-systems·LibrarySkillrlhf-systems
- lib-skill:data-science-ml--seldon-model-deployer·LibrarySkillseldon-model-deployer
- lib-skill:data-science-ml--shap-explainer·LibrarySkillshap-explainer
- lib-skill:data-science-ml--sklearn-model-trainer·LibrarySkillsklearn-model-trainer
- lib-skill:data-science-ml--statistical-testing·LibrarySkillstatistical-testing
- lib-skill:data-science-ml--tensorflow-trainer·LibrarySkilltensorflow-trainer
- lib-skill:data-science-ml--time-series-analysis·LibrarySkilltime-series-analysis
- lib-skill:data-science-ml--training-data-testing·LibrarySkilltraining-data-testing
- lib-skill:data-science-ml--visualization-testing·LibrarySkillvisualization-testing
- lib-skill:data-science-ml--wandb-experiment-tracker·LibrarySkillwandb-experiment-tracker
- lib-skill:data-science-ml--whylabs-monitor·LibrarySkillwhylabs-monitor