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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:Infiniflow Ragflow Knowledge Base Document Ingestion
- Workflow:MaterializeInc Materialize Docker Image Build
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:Allenai Open instruct SFT Finetuning
- Workflow:Spotify Luigi Spark Processing Pipeline
- Workflow:Haifengl Smile Data Loading Pipeline
- Workflow:SeldonIO Seldon core Inference Pipeline
- Workflow:Langchain ai Langchain Streaming Responses
- Workflow:Mlc ai Web llm Basic Chat Completion
Principles
- Principle:Langchain ai Langgraph Graph Execution
- Principle:Langgenius Dify PopupBlockerMitigation
- Principle:Ollama Ollama GGUF Assembly
- Principle:Wandb Weave Op Decoration
- Principle:Langgenius Dify Plugin Discovery
- Principle:Ollama Ollama Registry Authentication
- Principle:Promptfoo Promptfoo Plugin Selection
- Principle:Tencent Ncnn TorchScript Export
- Principle:Eventual Inc Daft Column Transformation
- Principle:Datahub project Datahub Batch Ingestion Execution
Implementations
- Implementation:EvolvingLMMs Lab Lmms eval MCP Client
- Implementation:Microsoft DeepSpeedExamples Get Model Config
- Implementation:OpenHands OpenHands Summarize Issue Solvability
- Implementation:Tensorflow Serving Loader Harness Test
- Implementation:Lance format Lance Java ReserveFragmentsOp
- Implementation:Anthropics Anthropic sdk python Messages Parse
- Implementation:Apache Paimon Schema
- Implementation:Treeverse LakeFS Java SDK Model CommPrefsInput
- Implementation:Google deepmind Mujoco Engine Util Misc
- Implementation:Tensorflow Serving Predict Impl Test
Heuristics
- Heuristic:Huggingface Alignment handbook EOS Token Alignment
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:Mlfoundations Open flamingo Hungarian MMC4 Image Text Matching
- Heuristic:Nautechsystems Nautilus trader Strategy On Start Initialization
- Heuristic:Truera Trulens Trace Compression Token Limits
- Heuristic:Spcl Graph of thoughts Backoff Retry On API Errors
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
- Heuristic:MaterializeInc Materialize CI Retry Strategies
- Heuristic:Truera Trulens Feedback Score Thresholds
Environments
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:Vllm project Vllm CUDA Hopper
- Environment:Microsoft BIPIA OpenAI API Environment
- Environment:Tencent Ncnn Build Environment
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Infiniflow Ragflow Docker Infrastructure
- Environment:Spotify Luigi PostgreSQL Server
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop