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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:ArroyoSystems Arroyo Checkpoint Recovery
- Workflow:Ggml org Llama cpp Embedding Extraction
- Workflow:InternLM Lmdeploy VLM Inference Pipeline
- Workflow:DataExpert io Data engineer handbook PySpark Iceberg Job Execution
- Workflow:Openai Evals Running an eval set
- Workflow:Huggingface Diffusers Video Generation
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:Apache Beam Local Pipeline Execution
- Workflow:Lm sys FastChat ShareGPT Data Pipeline
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
Principles
- Principle:Cypress io Cypress Code Signing
- Principle:Scikit learn Scikit learn Discriminant Analysis
- Principle:Pyro ppl Pyro Enumeration Configuration
- Principle:Guardrails ai Guardrails Observability Configuration
- Principle:Microsoft DeepSpeedExamples Baseline PyTorch Training
- Principle:Apache Spark Dependency Pinning
- Principle:Infiniflow Ragflow Knowledge Base Selection
- Principle:Huggingface Datatrove Exact Deduplication
- Principle:Langgenius Dify WorkflowArchitecture
- Principle:Googleapis Python genai History Management
Implementations
- Implementation:NVIDIA NeMo Curator BaseClassifierStage
- Implementation:LMCache LMCache Fast Serde
- Implementation:HKUDS AI Trader BaseAgent Run Date Range
- Implementation:ArroyoSystems Arroyo Kafka Source
- Implementation:InternLM Lmdeploy StopCriteria
- Implementation:Langgenius Dify I18n Client
- Implementation:BerriAI Litellm Get Model Cost Map
- Implementation:Axolotl ai cloud Axolotl Load Cfg
- Implementation:SeleniumHQ Selenium Point
- Implementation:CARLA simulator Carla World Try Spawn Actor
Heuristics
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:AnswerDotAI RAGatouille Searcher Configuration By Collection Size
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:Bigscience workshop Petals KV Cache Sizing For Attention Types
- Heuristic:NVIDIA TransformerEngine Build Optimization Tips
- Heuristic:Openai Openai node Browser Safety Guard
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
- Heuristic:Getgauge Taiko Implicit Wait Tuning
- Heuristic:Dagster io Dagster Record Over Dataclass
Environments
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Sgl project Sglang Web
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:Fastai Fastbook Jupyter Notebook Environment
- Environment:LLMBook zh LLMBook zh github io Bitsandbytes Quantization Environment
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Vllm project Vllm Distributed
- Environment:Neuml Txtai Docker Deployment Environment