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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Danijar Dreamerv3 Evaluation Only
- Workflow:Microsoft LoRA NLU GLUE Finetuning
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:PacktPublishing LLM Engineers Handbook RAG Inference
- Workflow:Mbzuai oryx Awesome LLM Post training Research Trend Analysis
- Workflow:Evidentlyai Evidently Data Drift Monitoring
- Workflow:Cleanlab Cleanlab CleanLearning Robust Training
- Workflow:DataExpert io Data engineer handbook PySpark Iceberg Job Execution
- Workflow:Promptfoo Promptfoo Custom Provider Integration
Principles
- Principle:Openclaw Openclaw Global CLI State Management
- Principle:Langchain ai Langchain Chat Model Implementation
- Principle:Langchain ai Langgraph Functional Workflow Execution
- Principle:EvolvingLMMs Lab Lmms eval Results Output
- Principle:Risingwavelabs Risingwave Materialized View Processing
- Principle:Evidentlyai Evidently Grafana Visualization
- Principle:Treeverse LakeFS Commit
- Principle:Google deepmind Mujoco Forward Dynamics
- Principle:Googleapis Python genai Content Generation
- Principle:Ollama Ollama ChatTemplate
Implementations
- Implementation:Neuml Txtai Torch ANN
- Implementation:NVIDIA NeMo Curator ImageAestheticFilterStage
- Implementation:FMInference FlexLLMGen DeepSpeed Autotuning Scheduler
- Implementation:Microsoft Autogen Swarm Init
- Implementation:Apache Flink AsyncSinkConnectorOptions
- Implementation:TobikoData Sqlmesh API Lineage
- Implementation:Avhz RustQuant ModelParameter
- Implementation:Hpcaitech ColossalAI SafetyBenchENDataset
- Implementation:CrewAIInc CrewAI BaseTool Schema
- Implementation:SeleniumHQ Selenium ModuleGenerator
Heuristics
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
- Heuristic:Kubeflow Kubeflow Sequential Infrastructure Deployment
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:OpenGVLab InternVL LoRA Alpha Scaling
- Heuristic:Apache Flink Bin Packing Complexity Guard
- Heuristic:CrewAIInc CrewAI LLM Provider Message Workarounds
- Heuristic:Marker Inc Korea AutoRAG Empty Result Fallback
- Heuristic:Shiyu coder Kronos Learning Rate And Optimizer Tuning
- Heuristic:Run llama Llama index Batch Eval Retry Strategy
Environments
- Environment:Langfuse Langfuse Redis 7 Queue Cache
- Environment:Marker Inc Korea AutoRAG API Keys Configuration
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:Kubeflow Pipelines Python SDK
- Environment:Huggingface Diffusers PyTorch CUDA Runtime
- Environment:Iterative Dvc Remote Storage Backends
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:Vespa engine Vespa POSIX Mmap Log Control
- Environment:OpenBMB UltraFeedback OpenAI API Environment
- Environment:BerriAI Litellm PostgreSQL Database