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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:Bitsandbytes foundation Bitsandbytes FSDP QLoRA Distributed Training
- Workflow:Ray project Ray Serve Deployment
- Workflow:Apache Paimon Distributed Processing With Ray
- Workflow:Marker Inc Korea AutoRAG RAG Pipeline Optimization
- Workflow:BerriAI Litellm SDK Completion
- Workflow:ContextualAI HALOs Online Iterative Alignment
- Workflow:Apache Spark Release Process
- Workflow:AnswerDotAI RAGatouille In Memory Retrieval
- Workflow:Deepset ai Haystack Extractive QA Pipeline
- Workflow:Spcl Graph of thoughts GoT Keyword Counting Pipeline
Principles
- Principle:Apache Kafka Release Notes Generation
- Principle:Dagster io Dagster Sensor Driven Pipelines
- Principle:Triton inference server Server Config Optimization
- Principle:Recommenders team Recommenders Neural Collaborative Filtering
- Principle:Openai Openai agents python RunState Serialization
- Principle:Google deepmind Dm control Arena Definition
- Principle:Langfuse Langfuse OTel S3 Upload and Queue Dispatch
- Principle:Langfuse Langfuse Export Job Validation
- Principle:Facebookresearch Audiocraft Masked Parallel Token Generation
- Principle:Treeverse LakeFS Integration Test Utilities
Implementations
- Implementation:OpenRLHF OpenRLHF GEM Multiturn AgentExecutor
- Implementation:Langchain ai Langgraph Pregel Get State History
- Implementation:CrewAIInc CrewAI Enterprise API Spec PtBR
- Implementation:Scikit learn Scikit learn BenchPlotRandomizedSVD
- Implementation:Speechbrain Speechbrain S2SWhisperBeamSearcher
- Implementation:ARISE Initiative Robosuite BinObject
- Implementation:Tensorflow Serving Resource Util
- Implementation:Wandb Weave Op Deco Lint Rule
- Implementation:NVIDIA NeMo Curator IDGenerator
- Implementation:Intel Ipex llm Setup Package
Heuristics
- Heuristic:Huggingface Diffusers Dtype Precision Selection
- Heuristic:NVIDIA TransformerEngine FP8 Recipe Auto Selection
- Heuristic:Fede1024 Rust rdkafka Producer Flush Before Drop
- Heuristic:ArroyoSystems Arroyo Worker Heartbeat Timeout
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:Openai Openai node Retry Backoff Configuration
- Heuristic:ARISE Initiative Robomimic BatchNorm To GroupNorm For EMA
- Heuristic:Nightwatchjs Nightwatch ESM Module Loading Tips
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:Haotian liu LLaVA Gradient Checkpointing Memory Optimization
Environments
- Environment:Wandb Weave Python SDK Runtime
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:Vllm project Vllm GitHub
- Environment:Langgenius Dify Docker Deployment Environment
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:Online ml River Build Toolchain
- Environment:Unstructured IO Unstructured All Docs