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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:Googleapis Python genai Multi Turn Chat
- Workflow:PeterL1n BackgroundMattingV2 Training pipeline
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:Elevenlabs Elevenlabs python Speech to Text Transcription
- Workflow:Langchain ai Langchain Release Process
- Workflow:Mlflow Mlflow Prompt Management
- Workflow:Vibrantlabsai Ragas Testset Generation
- Workflow:Huggingface Transformers Model Training With Trainer
Principles
- Principle:FMInference FlexLLMGen Runtime Configuration Constants
- Principle:Nautechsystems Nautilus trader Data Event Handling
- Principle:LLMBook zh LLMBook zh github io ALiBi Position Encoding
- Principle:Online ml River Online Feature Extraction
- Principle:Junyanz Pytorch CycleGAN and pix2pix Dataset Acquisition
- Principle:Eventual Inc Daft Arrow Export
- Principle:Heibaiying BigData Notes HBase Coprocessor Observer
- Principle:InternLM Lmdeploy AWQ Weight Quantization
- Principle:Romsto Speculative Decoding Ngram Storage
- Principle:Apache Dolphinscheduler Connection Lifecycle Management
Implementations
- Implementation:Zai org CogVideo DDIM CogVideoXPipeline From Pretrained
- Implementation:Elevenlabs Elevenlabs python Audio Output Utilities
- Implementation:Wandb Weave Publish PyPI Release
- Implementation:Risingwavelabs Risingwave ReplicationStream
- Implementation:Microsoft Onnxruntime PlotPipeline
- Implementation:Ggml org Llama cpp Adapter Header
- Implementation:Sgl project Sglang Multimodal Data Loading
- Implementation:Pyro ppl Pyro SVI Engine
- Implementation:Treeverse LakeFS Commit With Hooks
- Implementation:Marker Inc Korea AutoRAG Runner Run
Heuristics
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:Heibaiying BigData Notes Kafka Consumer Offset Strategy Tip
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:Lm sys FastChat Conversation Splitting Token Buffer
- Heuristic:AnswerDotAI RAGatouille FAISS Vs PyTorch KMeans Indexing
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:Roboflow Rf detr Small Dataset Oversampling
- Heuristic:Langgenius Dify Warning Deprecated Default Datasource Auth
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:Predibase Lorax LoRA Kernel Selection By Rank
Environments
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:LMCache LMCache Python Runtime
- Environment:Facebookresearch Habitat lab CUDA GPU Training Environment
- Environment:Online ml River Python Runtime Environment
- Environment:HKUDS AI Trader MCP Services
- Environment:Nightwatchjs Nightwatch Node 18 Runtime
- Environment:Haotian liu LLaVA OpenAI API Evaluation Environment
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:Rapidsai Cuml Python RAPIDS Stack