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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:Allenai Open instruct GRPO Reinforcement Learning
- Workflow:CarperAI Trlx ILQL Offline Training
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:PacktPublishing LLM Engineers Handbook LLM Finetuning
- Workflow:Microsoft Semantic kernel Agent Conversation And Orchestration
- Workflow:Protectai Llm guard LLM Input Output Scanning
- Workflow:Mbzuai oryx Awesome LLM Post training Deep Paper Collection
- Workflow:Microsoft Autogen Swarm Agent Handoff
Principles
- Principle:Zai org CogVideo VAE Encode Decode
- Principle:Romsto Speculative Decoding Encoder Decoder Autoregressive Generation
- Principle:Mit han lab Llm awq Pseudo Quantization
- Principle:Microsoft Onnxruntime Nodejs Session Creation
- Principle:Nautechsystems Nautilus trader External Data Loading
- Principle:Nautechsystems Nautilus trader Instrument Specification
- Principle:Farama Foundation Gymnasium Functional Environment API
- Principle:Marker Inc Korea AutoRAG Export And Corpus Remapping
- Principle:Guardrails ai Guardrails DataGeneration
- Principle:Scikit learn Scikit learn Robust Regression
Implementations
- Implementation:Ucbepic Docetl ExperimentStructuredOutputs
- Implementation:Intel Ipex llm GaLore Finetuning
- Implementation:Kornia Kornia Welsch Loss
- Implementation:CrewAIInc CrewAI Parallel Search Tool
- Implementation:Bentoml BentoML Cloud ModelAPI
- Implementation:Ollama Ollama Mtmd CogVLM
- Implementation:Triton inference server Server L0 Backend Config Test
- Implementation:Microsoft Autogen Swarm Init
- Implementation:Vllm project Vllm CPU Torch Bindings
- Implementation:Ggml org Ggml Sycl dequantize
Heuristics
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
- Heuristic:Huggingface Datasets Shuffle Buffer Sizing
- Heuristic:Tensorflow Serving Servable Handle Lifetime
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:Openai Whisper Log Probability Threshold
- Heuristic:Liu00222 Open Prompt Injection PPL Threshold Tuning
- Heuristic:Mit han lab Llm awq Kernel Selection Thresholds
- Heuristic:Teamcapybara Capybara Frozen Time Detection
Environments
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:Vllm project Vllm Python Dependencies
- Environment:Kserve Kserve Python Runtime
- Environment:Huggingface Peft Optional Quantization Backends