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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:Spotify Luigi Database Ingestion Pipeline
- Workflow:ClickHouse ClickHouse Running Stateless Tests
- Workflow:Microsoft Playwright Codegen test recording
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
- Workflow:Unslothai Unsloth Vision Model Finetuning
- Workflow:Haifengl Smile Nearest Neighbor Search
- Workflow:Rapidsai Cuml Multi GPU Distributed ML
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Teamcapybara Capybara RSpec Integration Setup
Principles
- Principle:Togethercomputer Together python Endpoint Management
- Principle:DataExpert io Data engineer handbook SCD Type 2 Transformation
- Principle:Intel Ipex llm Data Preparation For Finetuning
- Principle:Mlflow Mlflow Code Quality Linting
- Principle:TA Lib Ta lib python DataFrame Integration
- Principle:FlowiseAI Flowise Evaluation Run Creation
- Principle:Langgenius Dify Document Upload
- Principle:OpenHands OpenHands Sandbox Cleanup
- Principle:Datahub project Datahub Client Resource Cleanup
- Principle:Zai org CogVideo Latent Perceptual Loss
Implementations
- Implementation:NVIDIA NeMo Curator ConnectedComponentsStage
- Implementation:Facebookresearch Habitat lab ArticulatedAgentBase
- Implementation:Spcl Graph of thoughts DocMergePrompter
- Implementation:Langfuse Langfuse Postgres Seed Constants
- Implementation:Datajuicer Data juicer MaximumLineLengthFilter
- Implementation:LMCache LMCache VLLM Serve Decoder
- Implementation:Microsoft Onnxruntime CPU DropoutGrad
- Implementation:Romsto Speculative Decoding LogitsProcessor Hierarchy
- Implementation:HKUDS AI Trader Calculate Metrics
- Implementation:Datajuicer Data juicer RemoveWordsWithIncorrectSubstringsMapper
Heuristics
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Ggml org Llama cpp Warning Deprecated Legacy Converters
- Heuristic:Apache Paimon Vector Index Configuration Tips
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
- Heuristic:Facebookresearch Audiocraft FSDP Distributed Training Tips
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
- Heuristic:Avdvg InjectGuard Embedding Normalization Cosine Equivalence
- Heuristic:Huggingface Peft LoRA Default Configuration
- Heuristic:Kserve Kserve Multinode Replica Calculation
Environments
- Environment:Obss Sahi Python Pycocotools
- Environment:Langgenius Dify Node Frontend Environment
- Environment:Unslothai Unsloth Llama Cpp
- Environment:Treeverse LakeFS Go Runtime Environment
- Environment:Ray project Ray CI Build Matrix Environment
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:Heibaiying BigData Notes Hadoop CDH Environment
- Environment:Bentoml BentoML Triton Inference Server
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:Unstructured IO Unstructured All Docs