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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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|---|---|---|
| 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:Kserve Kserve LLM Disaggregated Serving
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
- Workflow:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:PacktPublishing LLM Engineers Handbook Dataset Generation
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:Kserve Kserve Deploying InferenceService
- Workflow:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:Apache Druid SQL Based Data Ingestion
- Workflow:Alibaba ROLL Agentic RL Training Pipeline
Principles
- Principle:Facebookresearch Audiocraft Audio Augmentation Effects
- Principle:Arize ai Phoenix Experiment Execution
- Principle:Openai Whisper Single Segment Decoding
- Principle:Huggingface Datatrove Exact Substring Deduplication
- Principle:Open compass VLMEvalKit Dataset Registration
- Principle:Webdriverio Webdriverio XPath Processing
- Principle:Huggingface Datasets Dataset Metadata Inspection
- Principle:LaurentMazare Tch rs Tensor Type Conversion
- Principle:Interpretml Interpret SHAP Kernel Explanation
- Principle:ARISE Initiative Robomimic Custom Observation Modality Extension
Implementations
- Implementation:NVIDIA TransformerEngine Ops Fused Backward Linear Add
- Implementation:Farama Foundation Gymnasium TimeLimit Wrapper
- Implementation:Deepset ai Haystack Document Dataclass
- Implementation:Deepspeedai DeepSpeed Abstract Accelerator
- Implementation:ArroyoSystems Arroyo Connection Api Types
- Implementation:SeleniumHQ Selenium Closure Bidi
- Implementation:Ollama Ollama Clip Model
- Implementation:InternLM Lmdeploy DataType
- Implementation:Iterative Dvc Exceptions
- Implementation:OpenHands OpenHands InteractiveChip
Heuristics
- Heuristic:Langgenius Dify Env Sync Upgrade Strategy
- Heuristic:Microsoft Onnxruntime Threading Configuration Tips
- Heuristic:ThreeSR Awesome Inference Time Scaling Duplicate Detection By Title
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:Facebookresearch Habitat lab Resume State Config Override
- Heuristic:Bentoml BentoML Warning Deprecated Runner Class
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
- Heuristic:Eric mitchell Direct preference optimization Disable Sampling During Eval
- Heuristic:Ucbepic Docetl Reduce Parallel Fold Tuning
- Heuristic:Norrrrrrr lyn WAInjectBench Union Ensemble Maximize Recall
Environments
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:Zai org CogVideo Diffusers Finetuning Environment
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:Intel Ipex llm Windows Environment
- Environment:Deepseek ai Janus CUDA GPU Environment
- Environment:Google research Deduplicate text datasets Python TFDS Environment
- Environment:Diagram of thought Diagram of thought LLM API
- Environment:Sgl project Sglang CUDA SM100