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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:Googleapis Python genai Text Content Generation
- Workflow:Alibaba ROLL Agentic RL Training Pipeline
- Workflow:Mlfoundations Open flamingo Data Preparation
- Workflow:Infiniflow Ragflow Knowledge Base Document Ingestion
- Workflow:Langchain ai Langchain Release Process
- Workflow:Huggingface Datasets Dataset Loading and Exploration
- Workflow:MaterializeInc Materialize CI Pipeline Generation
- Workflow:Ggml org Ggml MNIST Training And Evaluation
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:Langchain ai Langgraph Functional API Workflow
Principles
- Principle:Kornia Kornia ONNX Export
- Principle:Langgenius Dify OAuthCallbackHandling
- Principle:Kubeflow Pipelines Parquet Model Training
- Principle:Langfuse Langfuse Trace and Observation Event Generation
- Principle:Liu00222 Open Prompt Injection Attack Success Evaluation
- Principle:OpenGVLab InternVL Vision Encoder Abstraction
- Principle:Mlflow Mlflow Artifact and Model Logging
- Principle:Tensorflow Tfjs Pretrained Weight Loading
- Principle:Huggingface Datatrove HTTP Media Fetching
- Principle:Vespa engine Vespa ABI Compatibility Specification
Implementations
- Implementation:CarperAI Trlx NeMo ILQL Model
- Implementation:Vllm project Vllm Marlin Template
- Implementation:InternLM Lmdeploy Core Math
- Implementation:Alibaba ROLL RolloutScheduler Get Batch
- Implementation:Ollama Ollama Llama Mmap
- Implementation:Guardrails ai Guardrails Start Server
- Implementation:Sktime Pytorch forecasting Get Stallion Data
- Implementation:DataExpert io Data engineer handbook Tumble Over Window
- Implementation:Vespa engine Vespa Vespajlib ABI Spec
- Implementation:Onnx Onnx Compose Expand Out Dim
Heuristics
- Heuristic:Google deepmind Dm control Warning Deprecated Legacy Base Walker
- Heuristic:Openai Whisper Compression Ratio Threshold
- Heuristic:Fede1024 Rust rdkafka Producer Flush Before Drop
- Heuristic:Mlflow Mlflow Batch Logging Size Limits
- Heuristic:Liu00222 Open Prompt Injection PPL Threshold Tuning
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
- Heuristic:Huggingface Trl Disable Dropout For RL Training
- Heuristic:SqueezeAILab ETS Lambda Similarity Scaling
- Heuristic:Lucidrains X transformers Gradient Clipping And Accumulation
- Heuristic:Microsoft Autogen Parallel Tool Call Safety
Environments
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:Princeton nlp SimPO VLLM Inference
- Environment:Langchain ai Langgraph Python Runtime Environment
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:OpenGVLab InternVL DeepSpeed