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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:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
- Workflow:Eventual Inc Daft Distributed UDF Processing
- Workflow:Google deepmind Dm control Multi Agent Soccer Setup
- Workflow:SeleniumHQ Selenium Page Object Pattern Testing
- Workflow:Truera Trulens LangGraph Agent Evaluation
- Workflow:Apache Beam Dataflow Streaming Execution
- Workflow:FlagOpen FlagEmbedding Embedder Finetuning
- Workflow:PacktPublishing LLM Engineers Handbook Digital Data ETL
- Workflow:Bitsandbytes foundation Bitsandbytes FSDP QLoRA Distributed Training
- Workflow:Apache Spark Building and Testing
Principles
- Principle:Evidentlyai Evidently Text Quality Reporting
- Principle:PeterL1n BackgroundMattingV2 Selective refinement matting
- Principle:Volcengine Verl LoRA Configuration
- Principle:OWASP Www project top 10 for large language model applications Threat Modeling Against Top 10
- Principle:Sktime Pytorch forecasting NBeats Model Instantiation
- Principle:Cleanlab Cleanlab Datalab Initialization
- Principle:Apache Spark Write Ahead Logging
- Principle:ARISE Initiative Robomimic Sweep Parameter Definition
- Principle:Google deepmind Mujoco JIT Compilation
- Principle:Deepset ai Haystack Chat Prompt Templating
Implementations
- Implementation:Mlc ai Mlc llm FT Quantization
- Implementation:Langgenius Dify IDebugConfiguration Features
- Implementation:Neuml Txtai Scan
- Implementation:Microsoft Playwright Public API Types
- Implementation:Google deepmind Dm control MJCF Physics
- Implementation:Openai Openai python Eval Run Failed Webhook
- Implementation:CrewAIInc CrewAI MultiOn Tool
- Implementation:LMCache LMCache Standalone Starter
- Implementation:Langchain ai Langgraph UUID6
- Implementation:Intel Ipex llm Get Peft Model QLoRA
Heuristics
- Heuristic:Webdriverio Webdriverio Mobile Platform Differences
- Heuristic:Apache Airflow Database Lock Handling
- Heuristic:CrewAIInc CrewAI RAG Search Defaults
- Heuristic:VainF Torch Pruning Channel Rounding Alignment
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
- Heuristic:Kornia Kornia Gradient Detach Stability
- Heuristic:Hpcaitech ColossalAI Warmup Steps Heuristic
- Heuristic:Gretelai Gretel synthetics Gumbel Softmax NaN Retry
- Heuristic:Google deepmind Dm control Physics Timestep Configuration
- Heuristic:Ollama Ollama Quantization Layer Selection
Environments
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Spcl Graph of thoughts Python 3 8 Runtime
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:Vllm project Vllm Distributed
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:Sgl project Sglang Python Dependencies
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Vllm project Vllm AMD ROCm
- Environment:Apache Flink Node Build Environment