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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:NVIDIA DALI Video Processing Pipeline
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:Microsoft Onnxruntime ORTModule Training
- Workflow:Spcl Graph of thoughts GoT Document Merging Pipeline
- Workflow:Dotnet Machinelearning Binary Classification Pipeline
- Workflow:Openai CLIP Prompt engineered classification
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
- Workflow:LMCache LMCache Disaggregated Prefill
- Workflow:Openai Openai node Realtime Conversation
- Workflow:OWASP Www project top 10 for large language model applications Agentic Security Assessment
Principles
- Principle:Langchain ai Langgraph Remote Client Connection
- Principle:Langchain ai Langchain Input Preparation
- Principle:Googleapis Python genai Training Dataset Preparation
- Principle:Langchain ai Langchain Streaming Routing
- Principle:Mlflow Mlflow Model Version Management
- Principle:PacktPublishing LLM Engineers Handbook Application Configuration Management
- Principle:Promptfoo Promptfoo Environment Configuration
- Principle:AnswerDotAI RAGatouille Training Data Preparation
- Principle:Microsoft Autogen Component Gallery
- Principle:AUTOMATIC1111 Stable diffusion webui API Architecture
Implementations
- Implementation:Mit han lab Llm awq InternVisionConfig
- Implementation:Facebookresearch Habitat lab HierarchicalPolicy init
- Implementation:CARLA simulator Carla InformationSet
- Implementation:Google research Deduplicate text datasets Finish Dedup Wiki40b
- Implementation:Elevenlabs Elevenlabs python RagConfig
- Implementation:Facebookresearch Audiocraft Export lm
- Implementation:ARISE Initiative Robomimic FileUtils policy from checkpoint
- Implementation:AUTOMATIC1111 Stable diffusion webui Network restore weights
- Implementation:Elevenlabs Elevenlabs python ApiIntegrationWebhookToolConfigOutput
- Implementation:Haosulab ManiSkill Merge Trajectories Func
Heuristics
- Heuristic:CrewAIInc CrewAI MCP Timeout And Retry Strategy
- Heuristic:VainF Torch Pruning Over Pruning Prevention
- Heuristic:Evidentlyai Evidently Drift Detection Thresholds
- Heuristic:Lm sys FastChat Flash Attention GPU Requirements
- Heuristic:Vllm project Vllm GPU Memory Utilization Tuning
- Heuristic:Huggingface Trl Gradient Checkpointing Use Reentrant
- Heuristic:Unslothai Unsloth VLLM Memory Utilization
- Heuristic:AUTOMATIC1111 Stable diffusion webui GTX 16 Series FP16 Workaround
- Heuristic:Dagster io Dagster Record Over Dataclass
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
Environments
- Environment:Mlc ai Mlc llm Python Serving Environment
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Intel Ipex llm XPU Serving Environment
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Apache Spark JDK Build Environment
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:Langgenius Dify Python Backend Environment
- Environment:Huggingface Optimum Tensor Parallelization Environment
- Environment:Huggingface Peft GPU Hardware Detection