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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:Kserve Kserve InferenceGraph Pipeline
- Workflow:Apache Druid Visual Data Exploration
- Workflow:OpenRLHF OpenRLHF Iterative DPO
- Workflow:Apache Flink Stream File Compaction
- Workflow:Obss Sahi COCO Dataset Slicing
- Workflow:Apache Shardingsphere Shadow Database Routing
- Workflow:Alibaba MNN Python Model Inference
- Workflow:Danijar Dreamerv3 Single Process Training
- Workflow:Microsoft Agent framework Declarative Agent Definition
- Workflow:Eventual Inc Daft Distributed UDF Processing
Principles
- Principle:Openai Evals Model Based Classification
- Principle:Princeton nlp Tree of thought llm Thought Generation
- Principle:Scikit learn Scikit learn Cross Validation
- Principle:Sktime Pytorch forecasting Object Registry
- Principle:AUTOMATIC1111 Stable diffusion webui Transformer Diffusion Architecture
- Principle:Interpretml Interpret Model Finalization After Merge
- Principle:Webdriverio Webdriverio Performance Reporting
- Principle:OpenGVLab InternVL SentencePiece BPE Tokenization
- Principle:Norrrrrrr lyn WAInjectBench Detection Rate Computation
- Principle:Princeton nlp Tree of thought llm Usage Tracking
Implementations
- Implementation:Farama Foundation Gymnasium Error Hierarchy
- Implementation:Mistralai Client python MistralGoogleCloud Init
- Implementation:Sgl project Sglang Json Output Parsing
- Implementation:Evidentlyai Evidently Legacy Metric Results
- Implementation:Marker Inc Korea AutoRAG Generate QA Ragas
- Implementation:OpenRLHF OpenRLHF Actor init
- Implementation:Scikit learn Scikit learn NeighborhoodComponentsAnalysis
- Implementation:MarketSquare Robotframework browser Network Idle Transformer
- Implementation:Infiniflow Ragflow Versions
- Implementation:FlagOpen FlagEmbedding Matryoshka Compensation Modeling
Heuristics
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:Vibrantlabsai Ragas Concurrency And Retry Configuration
- Heuristic:Unstructured IO Unstructured Warning Deprecated Staging Base
- Heuristic:Apache Paimon Compression Tuning
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:Haifengl Smile BFGS Convergence Tuning
- Heuristic:Elevenlabs Elevenlabs python TTS Model Selection
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:Microsoft Autogen Graph Validation Rules
- Heuristic:Guardrails ai Guardrails RAIL Argument Parsing Security
Environments
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:Recommenders team Recommenders Python Core Dependencies
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:Huggingface Open r1 vLLM Server
- Environment:Apache Flink Java Build Environment