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1,118
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:Onnx Onnx External Data Handling
- Workflow:Pola rs Polars Data IO and Format Conversion
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Togethercomputer Together python Image Generation
- Workflow:Openai Openai node Audio Processing
- Workflow:Huggingface Open r1 Dataset Pass Rate Filtering
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:Hpcaitech ColossalAI DPO Alignment
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
- Workflow:Apache Druid SQL Query Execution
Principles
- Principle:Protectai Llm guard Observability Instrumentation
- Principle:Apache Druid SQL Input Source Selection
- Principle:Huggingface Datasets NumPy Formatting
- Principle:Neuml Txtai ONNX Export
- Principle:Dagster io Dagster Documentation Site Navigation
- Principle:Huggingface Datasets Column Name Inspection
- Principle:Langgenius Dify WorkflowArchitecture
- Principle:Sgl project Sglang Server Arguments Configuration
- Principle:Arize ai Phoenix Dataset Management
- Principle:Ray project Ray Runtime Shutdown
Implementations
- Implementation:FlowiseAI Flowise CanvasRoutes
- Implementation:BerriAI Litellm Asyncify
- Implementation:Risingwavelabs Risingwave CI Docker Compose
- Implementation:OpenGVLab InternVL Phi3 Model
- Implementation:Unslothai Unsloth RawTextDataLoader
- Implementation:Kserve Kserve LLMInferenceService Minimal CRD
- Implementation:Bitsandbytes foundation Bitsandbytes Matmul Perf Model
- Implementation:Ucbepic Docetl SearchableCell
- Implementation:Open compass VLMEvalKit ChartMimic Layout Evaluator
- Implementation:Groq Groq python BaseModel Construct
Heuristics
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:Confident ai Deepeval Async Concurrency Tuning
- Heuristic:Online ml River HST Feature Scaling Requirement
- Heuristic:ClickHouse ClickHouse Jemalloc Production Requirement
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:MarketSquare Robotframework browser Docker Chrome Security
- Heuristic:LLMBook zh LLMBook zh github io Greedy Decoding Temperature Zero
- Heuristic:Mlc ai Web llm KV Cache Window Configuration
- Heuristic:Huggingface Datasets Shuffle Buffer Sizing
- Heuristic:Heibaiying BigData Notes Hive ORC Parquet Storage Tip
Environments
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:Zai org CogVideo SAT Framework Environment
- Environment:Dagster io Dagster GRPC Communication
- Environment:Predibase Lorax Docker Container Runtime
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Facebookresearch Audiocraft XFormers Memory Efficient Attention
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:Volcengine Verl Megatron Core Environment
- Environment:Arize ai Phoenix Python Runtime