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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:ChenghaoMou Text dedup SimHash Deduplication
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:Lance format Lance Table Optimization
- Workflow:Infiniflow Ragflow Docker Deployment
- Workflow:PeterL1n BackgroundMattingV2 Model export
- Workflow:Ggml org Ggml GPT2 Text Generation
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
Principles
- Principle:Mlflow Mlflow Model Registration
- Principle:Speechbrain Speechbrain SepFormer Model Configuration
- Principle:Ggml org Llama cpp Conversion Quality Verification
- Principle:Apache Paimon Schema Alignment
- Principle:Recommenders team Recommenders NCF Prediction
- Principle:Huggingface Datasets Work Sharding
- Principle:Openai Openai node Fine Tuning Job Creation
- Principle:Cypress io Cypress Contribution Workflow
- Principle:Gretelai Gretel synthetics LSTM Model Building
- Principle:FlowiseAI Flowise Authentication
Implementations
- Implementation:Openai Evals Registry Get Eval Set
- Implementation:Marker Inc Korea AutoRAG Validator Validate
- Implementation:MaterializeInc Materialize CLI Optbench
- Implementation:Interpretml Interpret Boost
- Implementation:TobikoData Sqlmesh Model ModuleController
- Implementation:Promptfoo Promptfoo Strategies Data Catalog
- Implementation:Haosulab ManiSkill PokeCube
- Implementation:TobikoData Sqlmesh Common Button
- Implementation:Infiniflow Ragflow Time Utils
- Implementation:Mlc ai Mlc llm Model Runtime
Heuristics
- Heuristic:Openclaw Openclaw Retry With Exponential Backoff
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:Huggingface Open r1 Distributed Training Configuration
- Heuristic:Treeverse LakeFS Presigned URL Expiry Tip
- Heuristic:Alibaba MNN NC4HW4 Data Layout
- Heuristic:Openai Openai agents python GPT 5 Reasoning Settings
- Heuristic:Kornia Kornia Morphology Engine Selection
- Heuristic:FlagOpen FlagEmbedding Warning Deprecated Search Demo
- Heuristic:NVIDIA DALI Batch Size Tuning
Environments
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:Neuml Txtai Python Core Environment
- Environment:Marker Inc Korea AutoRAG Japanese NLP Dependencies
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Apache Beam Java Build Environment
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Apache Druid Integration Test Docker