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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:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:Princeton nlp SimPO Model Inference
- Workflow:Sdv dev SDV Data quality evaluation
- Workflow:Interpretml Interpret EBM Model Export
- Workflow:OpenGVLab InternVL Supervised Finetuning
- Workflow:Googleapis Python genai Model Fine Tuning
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:Deepspeedai DeepSpeed Hybrid Engine RLHF Training
- Workflow:Helicone Helicone LLM Request Proxy Logging
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
Principles
- Principle:Google research Deduplicate text datasets Suffix Array Construction
- Principle:Huggingface Diffusers Repository Integrity Validation
- Principle:Iterative Dvc Version Management
- Principle:Kornia Kornia Edge Detection
- Principle:Google deepmind Mujoco Composite Rigid Body
- Principle:FlowiseAI Flowise Workspace Navigation
- Principle:Cohere ai Cohere python Tool Call Parsing
- Principle:Rapidsai Cuml Cluster Label Assignment
- Principle:Cleanlab Cleanlab Segmentation Issue Visualization
- Principle:Openai Openai node Tool Loop Resolution
Implementations
- Implementation:Mlc ai Web llm Async Generate
- Implementation:Elevenlabs Elevenlabs python UnitTestToolCallParameterEval
- Implementation:Sdv dev SDV BaseConstraint Is Valid
- Implementation:Ollama Ollama Llama Model GLM4
- Implementation:Interpretml Interpret GaussianDistribution
- Implementation:Getgauge Taiko Attach
- Implementation:Anthropics Anthropic sdk python ParsedMessage Output
- Implementation:ClickHouse ClickHouse Wide Integer
- Implementation:Elevenlabs Elevenlabs python Audio Output Utilities
- Implementation:Avhz RustQuant Chi Squared Distribution
Heuristics
- Heuristic:Tencent Ncnn Lightmode Memory Optimization
- Heuristic:Bentoml BentoML Adaptive Batching Tuning
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
- Heuristic:NVIDIA TransformerEngine Sequence Length Alignment
- Heuristic:Run llama Llama index Worker Count Configuration
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:CrewAIInc CrewAI Context Window Management
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:TA Lib Ta lib python Unstable Period Configuration
- Heuristic:NVIDIA DALI Memory Pool Tuning
Environments
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:Cleanlab Cleanlab Image Quality Dependencies
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:Recommenders team Recommenders Spark Environment
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Openai Openai python Voice Helpers
- Environment:Apache Druid Druid Cluster Api
- Environment:Sgl project Sglang OpenAI
- Environment:Sgl project Sglang Triton