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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:Snorkel team Snorkel Multitask Classification
- Workflow:MaterializeInc Materialize Docker Image Build
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:Princeton nlp SimPO Model Inference
- Workflow:DataExpert io Data engineer handbook Dimensional Data Modeling Environment Setup
- Workflow:Langchain ai Langgraph ReAct Agent Creation
- Workflow:Pyro ppl Pyro MCMC Inference
- Workflow:Avhz RustQuant Model Calibration
- Workflow:FlowiseAI Flowise Document Store Ingestion
Principles
- Principle:Predibase Lorax JSON Schema Definition
- Principle:Datahub project Datahub Spark Lineage Configuration
- Principle:Langgenius Dify Code Quality
- Principle:AUTOMATIC1111 Stable diffusion webui Transformer Diffusion Architecture
- Principle:Apache Flink Format Factory SPI
- Principle:Huggingface Datasets Streaming Download Management
- Principle:Unslothai Unsloth MoE Kernel Autotuning
- Principle:Openclaw Openclaw Channel Health Verification
- Principle:Norrrrrrr lyn WAInjectBench JSONL Text Dataset Format
- Principle:TobikoData Sqlmesh Environment Listing And Inspection
Implementations
- Implementation:Bigscience workshop Petals DistributedMixtralConfig
- Implementation:DevExpress Testcafe TestController TypeDefs
- Implementation:Apache Airflow RemoteLogIO Protocol
- Implementation:Lance format Lance IndexCaches
- Implementation:Neuml Txtai RDBMS Graph
- Implementation:Deepseek ai Janus CFG Input Preparation Flow
- Implementation:Webdriverio Webdriverio WebDriver Types
- Implementation:Avhz RustQuant OrderBook
- Implementation:Online ml River Forecaster Forecast
- Implementation:Avhz RustQuant Distribution Trait
Heuristics
- Heuristic:PrefectHQ Prefect HTTP Connection Pool Tuning
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:Openai Whisper Median Word Duration Clamping
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:LMCache LMCache Memory Fragmentation Budget
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
Environments
- Environment:Openai Openai node WebSocket Dependency
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:Mlflow Mlflow Docker Container Environment
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime