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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:Openclaw Openclaw Agent Message Loop
- Workflow:Bentoml BentoML Multi Model Composition
- Workflow:Hiyouga LLaMA Factory DPO Preference Alignment
- Workflow:Ucbepic Docetl Long Document Chunking
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:Sktime Pytorch forecasting TFT Demand Forecasting
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:Sgl project Sglang Frontend Language Multi Turn Chat
- Workflow:PacktPublishing LLM Engineers Handbook LLM Finetuning
- Workflow:AnswerDotAI RAGatouille ColBERT Training
Principles
- Principle:ThreeSR Awesome Inference Time Scaling Paper Detail Retrieval
- Principle:Scikit learn Scikit learn Parameter Space Definition
- Principle:Iterative Dvc Dependency Graph Validation
- Principle:Apache Airflow Security Review Planning
- Principle:Anthropics Anthropic sdk python Response Processing
- Principle:Tensorflow Tfjs Model Compilation
- Principle:OWASP Www project top 10 for large language model applications Automated Vulnerability Scanning
- Principle:Ray project Ray Remote Function Definition
- Principle:Risingwavelabs Risingwave Connector Observability
- Principle:Fastai Fastbook DataLoaders Creation
Implementations
- Implementation:Microsoft Autogen Studio Run View
- Implementation:Haosulab ManiSkill XArm7Ability
- Implementation:Openai Openai node Conversations Resource
- Implementation:Nightwatchjs Nightwatch Chrome Options Type Definitions
- Implementation:Open compass VLMEvalKit OlmOCRBench Evaluator
- Implementation:Groq Groq python JSONL Construction
- Implementation:Langgenius Dify Env Template Copy
- Implementation:Openclaw Openclaw LoadWorkspaceBootstrapFiles
- Implementation:Infiniflow Ragflow File Util
- Implementation:Treeverse LakeFS Java SDK InternalApi
Heuristics
- Heuristic:Cohere ai Cohere python Tokenizer Cache With TTL
- Heuristic:Apache Kafka JVM GC Tuning Defaults
- Heuristic:Testtimescaling Testtimescaling github io Hardcoded IDs vs Registry
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Test Train Option Consistency
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
- Heuristic:Protectai Modelscan Unknown Opcodes Assume Critical
- Heuristic:Datahub project Datahub Git Worktree Gradle Fix
- Heuristic:Apache Druid Query Error Suggestion Patterns
- Heuristic:Unstructured IO Unstructured Multi Python Matrix
Environments
- Environment:Lm sys FastChat Python Core Dependencies
- Environment:HKUDS AI Trader Browser Runtime
- Environment:Sgl project Sglang CUDA Runtime
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:Lance format Lance Python Environment
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:Microsoft Onnxruntime CUDA GPU Environment