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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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|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
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| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Spcl Graph of thoughts GoT Keyword Counting Pipeline
- Workflow:Haotian liu LLaVA Benchmark Evaluation
- Workflow:Datahub project Datahub Java SDK Metadata Emission
- Workflow:OpenRLHF OpenRLHF Knowledge Distillation
- Workflow:Mit han lab Llm awq AWQ Model Quantization
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:Pytorch Serve Model Deployment
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Entry Development
- Workflow:Mlc ai Mlc llm REST API Serving
- Workflow:Diagram of thought Diagram of thought DoT Iterative Reasoning
Principles
- Principle:Cypress io Cypress Binary Installation
- Principle:Tensorflow Serving TFRT Inference
- Principle:Tencent Ncnn Non Maximum Suppression
- Principle:Recommenders team Recommenders Chronological Data Splitting
- Principle:Huggingface Transformers Fully Sharded Data Parallelism
- Principle:NVIDIA TransformerEngine Fused LayerNorm MLP
- Principle:Openai Evals Result Aggregation
- Principle:Scikit learn Scikit learn Online Learning
- Principle:NVIDIA TransformerEngine Layer Monkey Patching
- Principle:Apache Spark Test Orchestration
Implementations
- Implementation:Ollama Ollama Llama Quant
- Implementation:Webdriverio Webdriverio Cloud Capabilities Config
- Implementation:Openai Openai python Easy Input Message Param
- Implementation:Protectai Llm guard Vault
- Implementation:Apache Paimon FunctionDefinition
- Implementation:Microsoft DeepSpeedExamples LLaMA Tensor Parallel Finetuning
- Implementation:Mlc ai Mlc llm Metrics Impl
- Implementation:Apache Paimon StringUtils
- Implementation:Mlc ai Mlc llm Qwen3 Model
- Implementation:Microsoft DeepSpeedExamples Named Tuple Batch Handling
Heuristics
- Heuristic:Neuml Txtai Batch Size Defaults
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
- Heuristic:NVIDIA NeMo Aligner DPO Sequence Packing Tips
- Heuristic:Hiyouga LLaMA Factory Gradient Checkpointing Memory Optimization
- Heuristic:Microsoft Onnxruntime Memory Recomputation Optimization
- Heuristic:Langchain ai Langgraph Durability Mode Selection
- Heuristic:Openclaw Openclaw Retry With Exponential Backoff
- Heuristic:Avdvg InjectGuard Module Level Initialization
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:HKUDS AI Trader DeepSeek Tool Args Workaround
Environments
- Environment:Unslothai Unsloth Llama Cpp
- Environment:Apache Paimon Python Core Runtime
- Environment:Obss Sahi Python Detection Frameworks
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:Dagster io Dagster DAGSTER HOME Configuration
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps