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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 Multimodal Vision Inference
- Workflow:Huggingface Peft LoRA Embedding Semantic Search
- Workflow:Mistralai Client python Function Calling
- Workflow:Apache Flink Hybrid Source Switching
- Workflow:Haotian liu LLaVA Web Demo Deployment
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
- Workflow:Risingwavelabs Risingwave Sink Connector Pipeline
- Workflow:Turboderp org Exllamav2 Bulk Dataset Inference
- Workflow:Axolotl ai cloud Axolotl DPO Preference Alignment
- Workflow:Lm sys FastChat Distributed Model Serving
Principles
- Principle:Spcl Graph of thoughts Result Serialization
- Principle:Huggingface Datasets Dataset From List Construction
- Principle:Zai org CogVideo LLM Image Video Pipeline
- Principle:Tensorflow Tfjs CPU Kernel Registration
- Principle:Openclaw Openclaw Browser CDP Relay
- Principle:Neuml Txtai API Server Bootstrap
- Principle:AUTOMATIC1111 Stable diffusion webui UI Architecture
- Principle:Mlflow Mlflow Error Handling and Exception Hierarchy
- Principle:Hpcaitech ColossalAI Document Loading
- Principle:Alibaba ROLL MCoreAdapter Model Factory
Implementations
- Implementation:Langfuse Langfuse API Blob Storage Schema
- Implementation:Alibaba MNN Protobuf Generated TCTable Impl H
- Implementation:Avhz RustQuant ISO 4217
- Implementation:FlowiseAI Flowise ManageScrapedLinksDialog
- Implementation:Getgauge Taiko Focus
- Implementation:Apache Paimon Instant
- Implementation:Sktime Pytorch forecasting mLSTMLayer
- Implementation:Elevenlabs Elevenlabs python GetKnowledgeBaseSummaryUrlResponseModel
- Implementation:Langchain ai Langgraph AsyncSqliteStore
- Implementation:Openai Openai node Moderations Resource
Heuristics
- Heuristic:Pola rs Polars GPU Aggregation Join Speedup
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:Avdvg InjectGuard Embedding Normalization Cosine Equivalence
- Heuristic:OpenGVLab InternVL Multi GPU ViT Device Mapping
- Heuristic:Risingwavelabs Risingwave Memory Cache Eviction Policy
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:MarketSquare Robotframework browser Docker Chrome Security
- Heuristic:Infiniflow Ragflow Reranking Weight Tuning
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
Environments
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:Recommenders team Recommenders Python Core Dependencies
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Apache Dolphinscheduler Database Backend
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:FlowiseAI Flowise Database Environment