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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:SeldonIO Seldon core AB Testing Experiment
- Workflow:Romsto Speculative Decoding Speculative Decoding Inference
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:Alibaba MNN LLM Deployment Pipeline
- Workflow:Vibrantlabsai Ragas Agent Evaluation
- Workflow:Fastai Fastbook Tabular Modeling
- Workflow:Huggingface Open r1 Dataset Pass Rate Filtering
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:Kserve Kserve InferenceGraph Pipeline
Principles
- Principle:Microsoft Onnxruntime Distributed Runtime Initialization
- Principle:Apache Hudi Flink Compactor Configuration
- Principle:Huggingface Datasets Dataset From List Construction
- Principle:ARISE Initiative Robosuite Omniverse Rendering
- Principle:FlagOpen FlagEmbedding Retrieval Result Reranking
- Principle:Datahub project Datahub SDK Dependency Management
- Principle:Mlflow Mlflow Package Build and Configuration
- Principle:Duckdb Duckdb Core Library Compilation
- Principle:Apache Druid Supervisor Operational Management
- Principle:Volcengine Verl Value Loss Optimization
Implementations
- Implementation:Pola rs Polars SQLContext Register
- Implementation:Shiyu coder Kronos Auto Regressive Inference
- Implementation:AUTOMATIC1111 Stable diffusion webui Hypernetwork save and apply
- Implementation:NVIDIA TransformerEngine JAX Flax Transformer
- Implementation:Googleapis Python genai Files Upload
- Implementation:Sktime Pytorch forecasting Baseline
- Implementation:Alibaba MNN Protobuf Wrappers PB H
- Implementation:Langchain ai Langgraph NamedBarrierValue Channel
- Implementation:ArroyoSystems Arroyo Debezium Extension
- Implementation:Sgl project Sglang Fused MoE Marlin
Heuristics
- Heuristic:Zai org CogVideo Scheduler and Guidance Selection
- Heuristic:Speechbrain Speechbrain Dynamic Mixing Parameters
- Heuristic:Openai Openai python Timeout Connection Defaults
- Heuristic:FMInference FlexLLMGen Weight Compression 4bit
- Heuristic:SqueezeAILab ETS Lambda Similarity Scaling
- Heuristic:Avdvg InjectGuard Sim K Threshold Tuning
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
- Heuristic:Langchain ai Langgraph Deprecation Migration Guide
- Heuristic:ContextualAI HALOs Batch Size Divisibility
- Heuristic:SeleniumHQ Selenium Warning Deprecated HasDownloads GetDownloadableFiles
Environments
- Environment:Alibaba MNN ARM Mobile Environment
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:Axolotl ai cloud Axolotl Python Runtime
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:Vllm project Vllm CUDA GPU Runtime
- Environment:ChenghaoMou Text dedup Suffix Array External Tools
- Environment:Datahub project Datahub Python Ingestion