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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:Openai Whisper Audio Transcription
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:Mit han lab Llm awq HuggingFace Model Export
- Workflow:Duckdb Duckdb Extension Development And Distribution
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:TA Lib Ta lib python Abstract API Usage
Principles
- Principle:Ollama Ollama Inference Pipeline
- Principle:Webdriverio Webdriverio Test Infrastructure
- Principle:Webdriverio Webdriverio Worker Data Aggregation
- Principle:Google deepmind Dm control Soccer Environment Loading
- Principle:LLMBook zh LLMBook zh github io Rotary Position Embedding
- Principle:DistrictDataLabs Yellowbrick Dataset Loading
- Principle:Langgenius Dify Application Bootstrap
- Principle:Apache Druid Supervisor Health Monitoring
- Principle:Apache Druid Streaming Schema Spec
- Principle:Openai Evals Completion Function Protocol
Implementations
- Implementation:Openai Openai agents python CodexTool Pattern
- Implementation:Promptfoo Promptfoo loadApiProvider
- Implementation:Online ml River Drift NoDrift
- Implementation:Haosulab ManiSkill PPO Agent Network
- Implementation:Lance format Lance Create Inverted Index
- Implementation:Google deepmind Mujoco mjv makeScene
- Implementation:Hpcaitech ColossalAI DPOTrainer
- Implementation:EvolvingLMMs Lab Lmms eval logging utils
- Implementation:MaterializeInc Materialize Composition Run
- Implementation:DevExpress Testcafe NodeSnapshot TypeDefs
Heuristics
- Heuristic:Haifengl Smile BFGS Convergence Tuning
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:PeterL1n BackgroundMattingV2 ONNX Patch Method Compatibility
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:AnswerDotAI RAGatouille Searcher Configuration By Collection Size
- Heuristic:Treeverse LakeFS Retry Backoff Configuration
- Heuristic:Openclaw Openclaw Retry With Exponential Backoff
- Heuristic:Tencent Ncnn Letterbox Vs Direct Resize
- Heuristic:Apache Shardingsphere DDL Refresher Superclass Fallback
- Heuristic:Snorkel team Snorkel LabelModel Mu Eps Clamping
Environments
- Environment:Neuml Txtai Python Core Dependencies
- Environment:Facebookresearch Audiocraft XFormers Memory Efficient Attention
- Environment:Speechbrain Speechbrain HuggingFace Transformers
- Environment:Getgauge Taiko Node Runtime
- Environment:Microsoft Semantic kernel DotNet SDK Environment
- Environment:Trailofbits Fickling Python Runtime
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:HKUDS AI Trader Browser Runtime
- Environment:Mistralai Client python Azure Deployment Environment