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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:BerriAI Litellm SDK Completion
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:Cleanlab Cleanlab Object Detection Label Quality
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:Groq Groq python Text Embedding
- Workflow:PrefectHQ Prefect AI Data Analyst Agent
- Workflow:ContextualAI HALOs Offline SFT Alignment Pipeline
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
- Workflow:Microsoft Onnxruntime Train Convert Predict
- Workflow:Google deepmind Dm control Control Suite RL Training
Principles
- Principle:Fede1024 Rust rdkafka Transactional Message Production
- Principle:Roboflow Rf detr Finetuned Model Loading
- Principle:CrewAIInc CrewAI Semantic Retrieval
- Principle:HKUDS AI Trader A Share Data Fetching
- Principle:CarperAI Trlx Offline RL Training
- Principle:Online ml River Online Nearest Neighbors
- Principle:Langchain ai Langchain Structured Output Extraction
- Principle:ClickHouse ClickHouse Pull Request Submission
- Principle:Risingwavelabs Risingwave CDC PostgreSQL Schema Management
- Principle:Langgenius Dify Role Based Access Control
Implementations
- Implementation:Lance format Lance PrimitiveBlobDecoding
- Implementation:NVIDIA TransformerEngine ONNX Export
- Implementation:DevExpress Testcafe ScreenshotCapturer
- Implementation:Datahub project Datahub Pipeline Create And Run
- Implementation:Neuml Txtai ImageHash
- Implementation:Ggml org Ggml Cpu spacemit ime1 kernels
- Implementation:Mlflow Mlflow Pyfunc Load Model
- Implementation:ClickHouse ClickHouse Nfpm Server Package
- Implementation:Facebookresearch Habitat lab HumanoidSeqPoseController
- Implementation:NVIDIA TransformerEngine TE LayerNormLinear
Heuristics
- Heuristic:LLMBook zh LLMBook zh github io BF16 Mixed Precision Default
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:Tensorflow Tfjs WASM Cross Origin Isolation
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:Datahub project Datahub Validation Across All APIs
- Heuristic:DistrictDataLabs Yellowbrick Elbow Knee Detection Sensitivity
- Heuristic:Mlfoundations Open flamingo Gradient Clipping Max Norm
- Heuristic:ChenghaoMou Text dedup Mersenne Prime Backward Compatibility
Environments
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Neuml Txtai API Server Configuration
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Apache Beam Portable Runner Environment
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:Vllm project Vllm CUDA Hopper
- Environment:Microsoft Semantic kernel DotNet SDK Environment
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:Langgenius Dify Python Backend Environment