II.
SkillArea overview
Reference · liveskill-area:machine-learning-frameworks
Machine Learning Frameworks overview
Working with ML training and inference frameworks - model APIs, training loops, tensor operations, evaluation hooks, and ecosystem fit.
Attributes
displayName
Machine Learning Frameworks
description
Working with ML training and inference frameworks - model APIs,
training loops, tensor operations, evaluation hooks, and ecosystem fit.
domains
expertiseLevels
- intermediate
- expert
Outgoing edges
applies_to2
- domain:data-science·DomainData Science
- domain:ml-ops·DomainMLOps
Incoming edges
lib_requires_skill_area36
- lib-agent:data-science-ml--automl-orchestrator·LibraryAgentautoml-orchestrator
- lib-agent:data-science-ml--distributed-training-engineer·LibraryAgentdistributed-training-engineer
- lib-agent:data-science-ml--ml-architect·LibraryAgentml-architect
- lib-agent:bioinformatics--multi-omics-integrator·LibraryAgentmulti-omics-integrator
- lib-agent:bioinformatics--single-cell-analyst·LibraryAgentsingle-cell-analyst
- lib-agent:bioinformatics--structural-biology-analyst·LibraryAgentstructural-biology-analyst
- lib-agent:biomedical-engineering--aiml-device-specialist·LibraryAgentaiml-device-specialist
- lib-agent:biomedical-engineering--medical-imaging-engineer·LibraryAgentmedical-imaging-engineer
- lib-agent:physics--data-scientist·LibraryAgentdata-scientist
- lib-agent:physics--ml-physics-researcher·LibraryAgentml-physics-researcher
- lib-agent:physics--physics-ml-developer·LibraryAgentphysics-ml-developer
- lib-agent:quantum-computing--qml-engineer·LibraryAgentqml-engineer
- lib-agent:quantum-computing--qnn-trainer·LibraryAgentqnn-trainer
- lib-agent:quantum-computing--variational-algorithm-specialist·LibraryAgentvariational-algorithm-specialist
- lib-agent:social-sciences--causal-inference-analyst·LibraryAgentcausal-inference-analyst
- lib-agent:social-sciences--computational-social-scientist·LibraryAgentcomputational-social-scientist
- lib-agent:social-sciences--quantitative-research-methodologist·LibraryAgentquantitative-research-methodologist
- lib-skill:data-science-ml--kubeflow-pipeline-executor·LibrarySkillkubeflow-pipeline-executor
- 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--sklearn-model-trainer·LibrarySkillsklearn-model-trainer
- lib-skill:data-science-ml--tensorflow-trainer·LibrarySkilltensorflow-trainer
- lib-skill:bioinformatics--alphafold-predictor·LibrarySkillalphafold-predictor
- lib-skill:bioinformatics--deepvariant-caller·LibrarySkilldeepvariant-caller
- lib-skill:bioinformatics--seurat-single-cell-analyzer·LibrarySkillseurat-single-cell-analyzer
- lib-skill:biomedical-engineering--aiml-validation-framework·LibrarySkillaiml-validation-framework
- lib-skill:biomedical-engineering--image-algorithm-validator·LibrarySkillimage-algorithm-validator
- lib-skill:physics--tensorflow-physics-ml·LibrarySkilltensorflow-physics-ml
- lib-skill:quantum-computing--barren-plateau-analyzer·LibrarySkillbarren-plateau-analyzer
- lib-skill:quantum-computing--data-encoder·LibrarySkilldata-encoder
- lib-skill:quantum-computing--pennylane-hybrid-executor·LibrarySkillpennylane-hybrid-executor
- lib-skill:quantum-computing--quantum-kernel-estimator·LibrarySkillquantum-kernel-estimator
- lib-skill:quantum-computing--vqc-trainer·LibrarySkillvqc-trainer
- lib-skill:humanities--topic-modeling-text-mining·LibrarySkilltopic-modeling-text-mining
- lib-skill:social-sciences--causal-inference-methods·LibrarySkillcausal-inference-methods
- lib-skill:social-sciences--quantitative-methods·LibrarySkillquantitative-methods
library_used_by1
- library:nx-elixir·LibraryNx
prerequisite_for_learning1
- skill-area:machine-learning·SkillAreaMachine Learning
requires_expertise8
- responsibility:model-training-quality·ResponsibilityModel training quality
- responsibility:recommendation-quality·ResponsibilityRecommendation quality
- role:applied-scientist·RoleApplied Scientist
- role:nlp-engineer·RoleNLP Engineer
- role:recommendation-engineer·RoleRecommendation Engineer
- role:reinforcement-learning-engineer·RoleReinforcement Learning Engineer
- role:ai-researcher·RoleAI Researcher
- role:ml-infrastructure-engineer·RoleML Infrastructure Engineer
requires_skill_area5
- skill-area:deep-learning-libraries·SkillAreaDeep Learning Libraries and Services
- stack-profile:llm-fine-tuning·StackProfileLLM Fine-Tuning Stack (PyTorch, HuggingFace, PEFT/LoRA, W&B, vLLM)
- stack-profile:ml-pipeline-stack·StackProfileML Pipeline Stack (PyTorch/TensorFlow, MLflow, BentoML, K8s)
- stack-profile:python-ml-stack·StackProfilePython ML Stack (NumPy, Pandas, scikit-learn)
- workflow:model-training-pipeline·WorkflowModel Training Pipeline