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1,118
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:BerriAI Litellm SDK Completion
- Workflow:Bentoml BentoML Multi Model Composition
- Workflow:Huggingface Optimum GPTQ Quantization
- Workflow:Wandb Weave Tracing Setup
- Workflow:Apache Dolphinscheduler RPC Service Communication
- Workflow:LLMBook zh LLMBook zh github io Inference and Quantization
- Workflow:Risingwavelabs Risingwave Sink Connector Pipeline
- Workflow:Hpcaitech ColossalAI LLaMA Continual Pretraining
- Workflow:Groq Groq python Streaming Chat Completion
- Workflow:Dotnet Machinelearning Binary Classification Pipeline
Principles
- Principle:Romsto Speculative Decoding Input Tokenization
- Principle:EvolvingLMMs Lab Lmms eval Data Sharding
- Principle:Microsoft Agent framework Sample Validation
- Principle:DistrictDataLabs Yellowbrick Precision Recall Analysis
- Principle:Hpcaitech ColossalAI RAG Deployment
- Principle:Nautechsystems Nautilus trader Risk Management
- Principle:Promptfoo Promptfoo Provider Resolution
- Principle:Dagster io Dagster Sensor Driven Pipelines
- Principle:Huggingface Open r1 High Concurrency Inference
- Principle:ContextualAI HALOs Environment Setup
Implementations
- Implementation:Kubeflow Pipelines Dsl Pipeline Decorator
- Implementation:FlagOpen FlagEmbedding LLM Embedder Eval ICL
- Implementation:LMCache LMCache Base Cache Policy
- Implementation:Apache Paimon MathUtils
- Implementation:Open compass VLMEvalKit VGRPBench Futoshiki
- Implementation:Evidentlyai Evidently Legacy Text Length Feature
- Implementation:Tencent Ncnn YOLOv3 Example
- Implementation:Datahub project Datahub Entity Metadata Mutations
- Implementation:Ucbepic Docetl UseRestorePipeline
- Implementation:Pyro ppl Pyro GuideMessenger
Heuristics
- Heuristic:CrewAIInc CrewAI MCP Timeout And Retry Strategy
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:Eric mitchell Direct preference optimization Disable Sampling During Eval
- Heuristic:Dotnet Machinelearning Sparsity Threshold Optimization
- Heuristic:Apache Kafka JVM GC Tuning Defaults
- Heuristic:Openai Openai agents python GPT 5 Reasoning Settings
- Heuristic:Unslothai Unsloth VLLM Memory Utilization
- Heuristic:Apache Spark Warning Deprecated DStream Streaming
- Heuristic:Apache Druid Explore Compare Query Strategy
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
Environments
- Environment:Apache Kafka Docker Build Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Fastai Fastbook Sklearn Environment
- Environment:ArroyoSystems Arroyo Python UDF Runtime
- Environment:Huggingface Diffusers PyTorch CUDA Runtime
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:Unstructured IO Unstructured GitHub Actions
- Environment:Volcengine Verl Ray Distributed Environment