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Agentic AI Atlas · Machine Learning
domain:machine-learninga5c.ai
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Domain overview

domain:machine-learning

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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.

DomainOutgoing · 3Incoming · 26

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

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