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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:Confident ai Deepeval Synthetic Dataset Generation
- Workflow:Google deepmind Dm control Manipulation Task Setup
- Workflow:NVIDIA TransformerEngine Accelerate HF Llama With TE
- Workflow:BerriAI Litellm Router Load Balancing
- Workflow:FMInference FlexLLMGen Text Completion API
- Workflow:Explodinggradients Ragas Metric Prompt Optimization
- Workflow:Langfuse Langfuse Prompt management lifecycle
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:Mbzuai oryx Awesome LLM Post training Deep Paper Collection
- Workflow:Guardrails ai Guardrails Server Deployment
Principles
- Principle:FMInference FlexLLMGen Distributed Job Runner
- Principle:Intel Ipex llm XPU Environment Setup
- Principle:Openai Openai node Realtime Session Configuration
- Principle:ARISE Initiative Robosuite Robot Variant Composition
- Principle:Microsoft BIPIA Prompt Construction
- Principle:TobikoData Sqlmesh Web UI
- Principle:Apache Kafka JVM Configuration
- Principle:Avhz RustQuant Monte Carlo Option Pricing
- Principle:Sgl project Sglang Structured Output Validation
- Principle:ARISE Initiative Robosuite Operational Space Control Utilities
Implementations
- Implementation:Ggml org Llama cpp Jinja Parser Header
- Implementation:Haosulab ManiSkill UnitreeGo2
- Implementation:Haosulab ManiSkill XArm6Robotiq
- Implementation:Haifengl Smile DenseMatrix Operations
- Implementation:Intel Ipex llm IPEXLLMClass Init
- Implementation:Sktime Pytorch forecasting Lightning Trainer
- Implementation:Deepset ai Haystack SentenceTransformersTextEmbedder
- Implementation:Cypress io Cypress DetectFramework
- Implementation:Mlc ai Mlc llm Logit Processor Header
- Implementation:Iterative Dvc Lock
Heuristics
- Heuristic:Intel Ipex llm LoRA Target All Linear Layers
- Heuristic:Arize ai Phoenix Queue Clear Race Condition
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:Alibaba MNN Memory Mode Selection
- Heuristic:Iamhankai Forest of Thought Tree Iteration Scaling
- Heuristic:Webdriverio Webdriverio Default Timeout Configuration
- Heuristic:HKUDS AI Trader DeepSeek Tool Args Workaround
- Heuristic:Iterative Dvc Path Performance Optimization
- Heuristic:Tensorflow Tfjs WASM Cross Origin Isolation
- Heuristic:Getgauge Taiko Network Interception Gotchas
Environments
- Environment:HKUDS AI Trader Browser Runtime
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Intel Ipex llm Windows Environment
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:Intel Ipex llm XPU Serving Environment
- Environment:OpenHands OpenHands Third Party Runtime Credentials