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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:Infiniflow Ragflow Search Application Setup
- Workflow:Intel Ipex llm DPO Finetuning
- Workflow:Onnx Onnx Model Creation
- Workflow:Facebookresearch Habitat lab Rearrangement HRL Training
- Workflow:Apache Kafka Coordinator Runtime Lifecycle
- Workflow:Deepspeedai DeepSpeed Pipeline Parallel Training
- Workflow:Kubeflow Pipelines Pipeline Authoring and Compilation
- Workflow:Mistralai Client python OCR Document Processing
- Workflow:Apache Airflow Scheduler Operation and Task Execution
- Workflow:Anthropics Anthropic sdk python Streaming Message Interaction
Principles
- Principle:Ggml org Llama cpp Runtime LoRA Application
- Principle:Kserve Kserve Graph Request Routing
- Principle:LLMBook zh LLMBook zh github io Training Loop Execution
- Principle:AUTOMATIC1111 Stable diffusion webui SD3 Text Conditioning Pipeline
- Principle:Helicone Helicone Provider Definition
- Principle:Bitsandbytes foundation Bitsandbytes 8bit Quantization Configuration
- Principle:Datahub project Datahub Spark Listener Registration
- Principle:Openai Openai python Fine Tuning Job Creation
- Principle:Isaac sim IsaacGymEnvs Checkpoint Location
- Principle:Openai Openai python API Error Handling
Implementations
- Implementation:Pytorch Serve IntermediateLayerGetter
- Implementation:Microsoft Playwright PageDispatcher
- Implementation:Pyro ppl Pyro InclinedPlane
- Implementation:Scikit learn Scikit learn RandomSampling
- Implementation:Huggingface Diffusers Convert Checkpoint To Diffusers
- Implementation:Pyro ppl Pyro EqualizeMessenger
- Implementation:NVIDIA TransformerEngine Ops Linear
- Implementation:Ucbepic Docetl OperationCard
- Implementation:Hiyouga LLaMA Factory V1 Base Sampler
- Implementation:EvolvingLMMs Lab Lmms eval VideoMathQA CoT Step Evaluation
Heuristics
- Heuristic:Haotian liu LLaVA Tokenizer Version Offset Correction
- Heuristic:Deepseek ai Janus Image Generation Prompt Tips
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:Microsoft Autogen Model Context Limiting
- Heuristic:Avdvg InjectGuard Module Level Initialization
- Heuristic:Duckdb Duckdb PR Submission Strategy
- Heuristic:Fede1024 Rust rdkafka Producer Flush Before Drop
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
- Heuristic:Openai Openai node Browser Safety Guard
Environments
- Environment:SeleniumHQ Selenium Contributor Development Environment
- Environment:Dagster io Dagster Python 3 10 Runtime
- Environment:Interpretml Interpret Native Libebm Environment
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:HKUDS AI Trader Browser Runtime
- Environment:Openai Whisper FFmpeg
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:Dagster io Dagster PostgreSQL Storage
- Environment:Cypress io Cypress Linux Display Server