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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:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:SqueezeAILab ETS Answer Evaluation Pipeline
- Workflow:Pytorch Serve LLM Deployment vLLM
- Workflow:Haifengl Smile Nearest Neighbor Search
- Workflow:Langgenius Dify Knowledge Base Management
- Workflow:Volcengine Verl Supervised Fine Tuning
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:Mage ai Mage ai Building a New Source Connector
- Workflow:Liu00222 Open Prompt Injection Detection Localization Defense
Principles
- Principle:Confident ai Deepeval Conversation Simulation
- Principle:Ggml org Ggml Hexagon DSP Computation
- Principle:Ggml org Llama cpp Batch Decoding
- Principle:LaurentMazare Tch rs Sparse Adam Optimization
- Principle:Huggingface Transformers Context Parallelism
- Principle:Treeverse LakeFS Retention Rule Configuration
- Principle:Allenai Open instruct Data Decontamination
- Principle:Openclaw Openclaw Access Policy Configuration
- Principle:Volcengine Verl Value Loss Optimization
- Principle:Huggingface Trl Reward Sequence Classifier Loading
Implementations
- Implementation:Apache Dolphinscheduler NettyRemotingClient SendSync
- Implementation:CrewAIInc CrewAI BaseTool Schema
- Implementation:Infiniflow Ragflow MetadataManageModal Hooks
- Implementation:Ggml org Llama cpp Mtmd Header
- Implementation:Iterative Dvc Repo Trie
- Implementation:TobikoData Sqlmesh LoadingContainer
- Implementation:Apache Paimon PartitionStatistics
- Implementation:Microsoft DeepSpeedExamples Get Model Config
- Implementation:InternLM Lmdeploy Gemm Transform
- Implementation:Alibaba MNN FlatBuffers IDL Gen Rust
Heuristics
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:Mage ai Mage ai HTTP Error Classification
- Heuristic:Googleapis Python genai API Retry Backoff Strategy
- Heuristic:OWASP Www project top 10 for large language model applications Vulnerability Entry Structure Guide
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
- Heuristic:Helicone Helicone Anthropic Cache Double Count Prevention
- Heuristic:Turboderp org Exllamav2 Attention Backend Selection
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
- Heuristic:OpenRLHF OpenRLHF vLLM Embedding Resize Warning
Environments
- Environment:Google deepmind Mujoco C Build Environment
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:Sgl project Sglang Triton
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Kserve Kserve Istio Service Mesh
- Environment:Diagram of thought Diagram of thought LLM API
- Environment:Spcl Graph of thoughts Python 3 8 Runtime