II.
Domain overview
Reference · livedomain:machine-learning
Machine Learning overview
Machine learning workflows covering model development, training pipelines, evaluation, and deployment. Spans supervised, unsupervised, and reinforcement learning alongside MLOps practices for production model management.
Attributes
displayName
Machine Learning
description
Machine learning workflows covering model development, training pipelines,
evaluation, and deployment. Spans supervised, unsupervised, and reinforcement
learning alongside MLOps practices for production model management.
Outgoing edges
contains3
- specialization:data-science-ml·Specialization
- specialization:llm-fine-tuning·SpecializationLLM Fine-tuning
- specialization:ml-inference-serving·SpecializationML Inference Serving
Incoming edges
applies_to8
- benchmark:re-bench·BenchmarkRE-Bench
- benchmark:mle-bench·BenchmarkMLE-bench
- stack-profile:feature-store-mlops·StackProfileFeature Store & MLOps Stack (Feast, MLflow, BentoML, K8s, Prometheus)
- 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)
- role:applied-scientist·RoleApplied Scientist
- role:ai-researcher·RoleAI Researcher
applies_to_domain2
- workflow:adaptive-learning-model-review·WorkflowAdaptive Learning Model Review
- workflow:contract-automation-review·WorkflowContract Automation Review
lib_applies_to_domain16
- tool-server:mcp-anthropic·ToolServerAnthropic MCP Server
- tool-server:mcp-openai·ToolServerOpenAI MCP Server
- tool-server:mcp-huggingface·ToolServerHugging Face MCP Server
- tool-server:mcp-ollama·ToolServerOllama MCP Server
- tool-server:mcp-replicate·ToolServerReplicate MCP Server
- tool-server:mcp-wandb·ToolServerWeights & Biases MCP Server
- tool-server:mcp-mlflow·ToolServerMLflow MCP Server
- tool-server:mcp-pinecone·ToolServerPinecone MCP Server
- tool-server:mcp-weaviate·ToolServerWeaviate MCP Server
- tool-server:mcp-qdrant·ToolServerQdrant MCP Server
- tool-server:mcp-langsmith·ToolServerLangSmith MCP Server
- tool-server:mcp-langfuse·ToolServerLangfuse MCP Server
- lib-skill:ai-agents-conversational--visual-pattern-induction·LibrarySkillvisual-pattern-induction
- lib-skill:common-utilities--vision-extraction·LibrarySkillvision-extraction
- lib-skill:data-science-ml--reinforcement-learning-agents·LibrarySkillreinforcement-learning-agents
- lib-skill:data-science-ml--rlhf-systems·LibrarySkillrlhf-systems