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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:Nautechsystems Nautilus trader Backtest with BacktestEngine
- Workflow:LMCache LMCache CacheBlend KV Reuse
- Workflow:Onnx Onnx Reference Evaluation
- Workflow:Infiniflow Ragflow Agent Workflow Building
- Workflow:Openai Openai node Streaming To Client
- Workflow:DevExpress Testcafe Programmatic Test Execution
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:Openai Openai agents python Streaming Agent Execution
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:Helicone Helicone Integrate Provider To Gateway
Principles
- Principle:Haosulab ManiSkill MP Solver Selection
- Principle:Sail sg LongSpec Math Answer Extraction
- Principle:Obss Sahi Detectron2 Config Export
- Principle:FMInference FlexLLMGen Group Quantization Configuration
- Principle:Sktime Pytorch forecasting Dense Encoder Decoder
- Principle:Huggingface Diffusers Repository Integrity Validation
- Principle:Deepset ai Haystack Retrieval MRR Evaluation
- Principle:Openai Whisper Output Formatting
- Principle:Kserve Kserve LLMIsvc Installation
- Principle:EvolvingLMMs Lab Lmms eval MCP Tool Integration
Implementations
- Implementation:Arize ai Phoenix Legacy Retrievals
- Implementation:FlagOpen FlagEmbedding Reinforced IR Retriever Modeling
- Implementation:Online ml River Tree Splitter NominalReg
- Implementation:TobikoData Sqlmesh CICD Run Tests
- Implementation:Huggingface Diffusers LoRA Training Loop
- Implementation:Triton inference server Server L0 Trt Dynamic Shape Test
- Implementation:TobikoData Sqlmesh Common Types
- Implementation:Tensorflow Serving Server Request Interface
- Implementation:NVIDIA TransformerEngine Comm GEMM Overlap API
- Implementation:Bentoml BentoML Api Token Module
Heuristics
- Heuristic:Treeverse LakeFS Warning Deprecated InternalApi Methods
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
- Heuristic:Lm sys FastChat Tokenizer Offset Correction
- Heuristic:ContextualAI HALOs LoRA Merge At Save
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:InternLM Lmdeploy KV Quantization Tradeoffs
- Heuristic:ArroyoSystems Arroyo Async UDF Concurrency
- Heuristic:Apache Airflow Memory Management Tips
- Heuristic:Intel Ipex llm Use Cache Training Vs Inference
- Heuristic:Marker Inc Korea AutoRAG Empty Result Fallback
Environments
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:Rapidsai Cuml CUDA GPU
- Environment:Farama Foundation Gymnasium Box2D Physics Backend
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Iterative Dvc Python Runtime
- Environment:Datahub project Datahub Docker Runtime
- Environment:Neuml Txtai API Server Configuration
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment