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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:AnswerDotAI RAGatouille ColBERT Training
- Workflow:Astronomer Astronomer cosmos Watcher execution mode
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:Groq Groq python Text To Speech
- Workflow:Apache Shardingsphere Shadow Database Routing
- Workflow:DataExpert io Data engineer handbook AB Experimentation Server
- Workflow:NVIDIA TransformerEngine Comm GEMM Overlap Training
- Workflow:Ggml org Llama cpp Multimodal Inference
- Workflow:LLMBook zh LLMBook zh github io LoRA Finetuning
- Workflow:Haifengl Smile Model Serving Pipeline
Principles
- Principle:Webdriverio Webdriverio HookLifecycle
- Principle:FlowiseAI Flowise Error Handling
- Principle:Gretelai Gretel synthetics Column Clustering
- Principle:Lance format Lance Compaction Planning
- Principle:EvolvingLMMs Lab Lmms eval Example Script Creation
- Principle:Google deepmind Mujoco Object Name Lookup
- Principle:BerriAI Litellm Training Data Preparation
- Principle:Scikit learn Scikit learn Pipeline Chaining
- Principle:Deepspeedai DeepSpeed Inference Model Loading
- Principle:Diagram of thought Diagram of thought Problem Formulation
Implementations
- Implementation:Apache Airflow Cherry Pick Automation
- Implementation:ClickHouse ClickHouse Poco HTMLForm
- Implementation:Google deepmind Dm control Variation Distributions
- Implementation:Zai org CogVideo DDIM Attention Injection Reconstruction
- Implementation:CARLA simulator Carla Python Client Bindings
- Implementation:Apache Hudi SchemaEvolvingRowDataProjection Project
- Implementation:Apache Spark Assembly Plugin
- Implementation:Huggingface Datatrove StatsMerger
- Implementation:Ollama Ollama Anthropic Handler
- Implementation:LaurentMazare Tch rs Stable Diffusion Pipeline
Heuristics
- Heuristic:MarketSquare Robotframework browser Docker Chrome Security
- Heuristic:Huggingface Open r1 Distributed Training Configuration
- Heuristic:Pytorch Serve LLM Timeout Configuration
- Heuristic:TA Lib Ta lib python STOCHRSI Vs STOCH RSI
- Heuristic:Heibaiying BigData Notes Maven Shade Packaging Tip
- Heuristic:Apache Airflow Variable Access Pattern
- Heuristic:SeldonIO Seldon core Kafka Partition Throughput Tip
- Heuristic:Microsoft Agent framework Silent Workflow Failures
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
Environments
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Apache Hudi Docker Demo Environment
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:Openclaw Openclaw Node 22 Runtime
- Environment:SeleniumHQ Selenium Grid Deployment Environment
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:Interpretml Interpret Python Core Environment
- Environment:Arize ai Phoenix Frontend Node 22