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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:Zai org CogVideo SAT Finetuning
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:Openai Openai node Realtime Conversation
- Workflow:Onnx Onnx Model Creation
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Apache Kafka Release Candidate Staging
- Workflow:Groq Groq python Audio Transcription
- Workflow:Infiniflow Ragflow Chat Application Setup
- Workflow:Langgenius Dify Visual Workflow Builder
- Workflow:VainF Torch Pruning Vision Transformer Pruning
Principles
- Principle:Haifengl Smile File Data Loading
- Principle:Google deepmind Mujoco Plugin Architecture
- Principle:Sgl project Sglang Model Quantization Configuration
- Principle:Microsoft Playwright Set Up Test Resources
- Principle:Deepseek ai Janus Input Tokenization and Batching
- Principle:Ggml org Llama cpp HF to GGUF Conversion
- Principle:Facebookresearch Audiocraft Export Directory Organization
- Principle:Heibaiying BigData Notes Hive Data Loading
- Principle:Openai Openai node Parsed API Invocation
- Principle:Deepspeedai DeepSpeed Accelerator Abstraction
Implementations
- Implementation:Triton inference server Server CommandLineParser
- Implementation:Risingwavelabs Risingwave Handle Create Source
- Implementation:Infiniflow Ragflow UseBulkOperateDataset Hook
- Implementation:CrewAIInc CrewAI OCR Tool
- Implementation:Openai Openai python Tool Types
- Implementation:Open compass VLMEvalKit VLMR1Chat
- Implementation:Alibaba MNN Diffusion Demo CLI
- Implementation:Puppeteer Puppeteer Target
- Implementation:BerriAI Litellm Google GenAI
- Implementation:Groq Groq python Embedding Input Pattern
Heuristics
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
- Heuristic:Apache Flink Async Sink Timeout And Backpressure Defaults
- Heuristic:Huggingface Diffusers Memory Offloading Strategy
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
- Heuristic:Sdv dev SDV Version Compatibility
- Heuristic:Webdriverio Webdriverio Mobile Platform Differences
- Heuristic:Testtimescaling Testtimescaling github io Skip CI Commit Tag
- Heuristic:Volcengine Verl Layered Summon Memory Tradeoff
- Heuristic:FMInference FlexLLMGen Weight Compression 4bit
- Heuristic:Vespa engine Vespa RPM Zstd Compression Settings
Environments
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:DataTalksClub Data engineering zoomcamp PySpark Batch Environment
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:CarperAI Trlx NeMo Megatron
- Environment:MarketSquare Robotframework browser Node Runtime