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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:Turboderp org Exllamav2 EXL2 Model Conversion
- Workflow:Lucidrains X transformers Encoder Decoder Sequence to Sequence
- Workflow:Apache Dolphinscheduler Datasource Plugin Development
- Workflow:Datahub project Datahub Python Metadata Emission
- Workflow:Ray project Ray Remote Task Execution
- Workflow:Neuml Txtai RAG Pipeline
- Workflow:PacktPublishing LLM Engineers Handbook Feature Engineering
- Workflow:Ray project Ray Cross Language Invocation
- Workflow:Shiyu coder Kronos CSV Finetuning
- Workflow:Googleapis Python genai Multi Turn Chat
Principles
- Principle:Deepset ai Haystack LLM Chat Generation
- Principle:Lance format Lance Inverted Index Building
- Principle:FlagOpen FlagEmbedding Hard Negative Mining
- Principle:Google deepmind Mujoco Model Compilation
- Principle:Google research Deduplicate text datasets Byte Range Removal
- Principle:Tencent Ncnn Model Merging
- Principle:Microsoft LoRA NLG Evaluation Metrics
- Principle:Avhz RustQuant Curve Interpolation
- Principle:ARISE Initiative Robosuite Demonstration Playback
- Principle:AUTOMATIC1111 Stable diffusion webui Token Management
Implementations
- Implementation:Promptfoo Promptfoo Remote Scoring WithPi
- Implementation:LMCache LMCache RWLock
- Implementation:Kserve Kserve Dex Auth
- Implementation:Openai Openai python Response Reasoning Summary Part Done
- Implementation:NVIDIA TransformerEngine Fused Attn C API
- Implementation:Sail sg LongSpec OCW Courses Eval
- Implementation:Run llama Llama index BatchEvalRunner Evaluate Queries
- Implementation:Infiniflow Ragflow Admin Utils
- Implementation:Ucbepic Docetl UseDatasetUpload
- Implementation:FlowiseAI Flowise CreateNewChatflow
Heuristics
- Heuristic:Apache Dolphinscheduler Load Balancer Strategy Selection
- Heuristic:Triton inference server Server Server Default Configuration
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:Dotnet Machinelearning Sparsity Threshold Optimization
- Heuristic:Trailofbits Fickling Race Condition Prevention
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
- Heuristic:ContextualAI HALOs Batch Size Divisibility
- Heuristic:AUTOMATIC1111 Stable diffusion webui VRAM Management Strategies
Environments
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Langchain ai Langgraph Python Runtime Environment
- Environment:Datahub project Datahub Docker Quickstart Environment
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:Apache Airflow Database Backend Environment
- Environment:Sail sg LongSpec Training Environment
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Openai Evals OpenAI API Configuration
- Environment:SeleniumHQ Selenium Selenium Manager Runtime