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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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|---|---|---|
| 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:AnswerDotAI RAGatouille ColBERT Training
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Cypress io Cypress Binary Build and Release
- Workflow:CrewAIInc CrewAI Hierarchical Crew Execution
- Workflow:Nautechsystems Nautilus trader Live trading deployment
- Workflow:Openai Evals Building a custom eval
- Workflow:Bentoml BentoML Bento Build And Containerization
- Workflow:MaterializeInc Materialize Release Process
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:Trailofbits Fickling PyTorch Format Identification
Principles
- Principle:LLMBook zh LLMBook zh github io Reward Modeling
- Principle:Apache Paimon Indexed Split Result Retrieval
- Principle:ARISE Initiative Robosuite Joint Velocity Control
- Principle:Turboderp org Exllamav2 Vision Tower Loading
- Principle:Deepseek ai Janus CFG Input Preparation for Flow
- Principle:HKUDS AI Trader System Prompt Construction
- Principle:Apache Spark Cluster Lifecycle Shutdown
- Principle:FMInference FlexLLMGen Autotuning Experiment Scheduling
- Principle:Huggingface Datatrove Dataset Card Generation
- Principle:OWASP Www project top 10 for large language model applications Manual Adversarial Testing
Implementations
- Implementation:LaurentMazare Tch rs Scalar
- Implementation:Open compass VLMEvalKit OlmOCRBench Tests
- Implementation:Speechbrain Speechbrain Hparams KsponSpeech Conformer
- Implementation:Ggml org Llama cpp Common Speculative Init
- Implementation:Pytorch Serve Api Utils
- Implementation:FMInference FlexLLMGen Transformers Setup
- Implementation:Helicone Helicone App Component
- Implementation:ARISE Initiative Robosuite RenderDatasetOmniverse
- Implementation:EvolvingLMMs Lab Lmms eval Video MME Evaluation Utils
- Implementation:Datahub project Datahub DatahubEventEmitter Emit
Heuristics
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:BerriAI Litellm SSL Cipher Optimization
- Heuristic:Avdvg InjectGuard Embedding Normalization Cosine Equivalence
- Heuristic:Apache Dolphinscheduler JDBC Security Blocklist
- Heuristic:SeleniumHQ Selenium Thread Safety With ThreadGuard
- Heuristic:Huggingface Optimum Device Offload Constraints
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:Onnx Onnx Shape Inference Limitations
Environments
- Environment:Togethercomputer Together python API Credentials
- Environment:Eric mitchell Direct preference optimization Python Dependencies
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Langgenius Dify Node Frontend Environment
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:Langgenius Dify Vector Database Environment
- Environment:Marker Inc Korea AutoRAG Python 3 10 Runtime
- Environment:Alibaba MNN Python Export Environment
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment