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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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Browse by Category
| 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:Unstructured IO Unstructured Connector Ingest Pipeline
- Workflow:Trailofbits Fickling Safe ML Model Loading
- Workflow:Dagster io Dagster Modal Serverless Pipeline
- Workflow:Shiyu coder Kronos Qlib Finetuning
- Workflow:FlowiseAI Flowise Chatflow Creation
- Workflow:Marker Inc Korea AutoRAG Data Creation Pipeline
- Workflow:Apache Flink File Sink Pipeline
- Workflow:PrefectHQ Prefect Dbt Model Orchestration
- Workflow:SeleniumHQ Selenium Contributor Development Workflow
- Workflow:Allenai Open instruct GRPO Reinforcement Learning
Principles
- Principle:Langgenius Dify Volume Initialization
- Principle:Huggingface Datatrove Dataset Card Generation
- Principle:Isaac sim IsaacGymEnvs ADR State Checkpointing
- Principle:Lm sys FastChat Conversation Preprocessing
- Principle:Webdriverio Webdriverio BrowserStack Configuration
- Principle:Microsoft DeepSpeedExamples ZeRO Stage3 Initialization
- Principle:Onnx Onnx Model Merging
- Principle:Danijar Dreamerv3 Logging And Reporting
- Principle:Kornia Kornia ONNX Inference
- Principle:Pola rs Polars Data Type Transformation
Implementations
- Implementation:EvolvingLMMs Lab Lmms eval Alpaca Audio Utils
- Implementation:LaurentMazare Tch rs Neural Style Transfer
- Implementation:Axolotl ai cloud Axolotl Validate Config
- Implementation:Huggingface Datasets Json Builder
- Implementation:Openai Openai python Eval List Response
- Implementation:Langchain ai Langchain Perplexity Types
- Implementation:Google deepmind Dm control Build Dog
- Implementation:Zai org CogVideo Trainer Train
- Implementation:FlagOpen FlagEmbedding LLM Embedder ICL Utils
- Implementation:SeleniumHQ Selenium WebDriver Navigation And Element Interaction
Heuristics
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
- Heuristic:LLMBook zh LLMBook zh github io IGNORE INDEX Loss Masking
- Heuristic:Marker Inc Korea AutoRAG OpenAI Rate Limit Mitigation
- Heuristic:Pyro ppl Pyro Enumeration Plate Nesting
- Heuristic:Haifengl Smile BFGS Convergence Tuning
- Heuristic:Helicone Helicone Tiered Pricing Threshold Matching
- Heuristic:Groq Groq python Timeout Configuration
- Heuristic:Lm sys FastChat Vicuna SFT Training Hyperparameters
Environments
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:BerriAI Litellm Python Runtime
- Environment:Ray project Ray Docker GPU Environment
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:Datahub project Datahub Java Build
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Langgenius Dify Docker Compose Environment