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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:Huggingface Datatrove Common Crawl Processing
- Workflow:Protectai Modelscan Programmatic Model Scanning
- Workflow:Lance format Lance Table Optimization
- Workflow:Elevenlabs Elevenlabs python Speech to Text Transcription
- Workflow:Apache Dolphinscheduler RPC Service Communication
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
- Workflow:Spotify Luigi Local Batch Pipeline
- Workflow:Turboderp org Exllamav2 Multimodal Vision Inference
- Workflow:Datahub project Datahub Metadata Actions Pipeline
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
Principles
- Principle:Deepspeedai DeepSpeed ZeRO Parameter Partitioning
- Principle:Protectai Llm guard Language Detection
- Principle:EvolvingLMMs Lab Lmms eval Metric Definition
- Principle:Lance format Lance Time Travel Queries
- Principle:Kubeflow Kubeflow Post Release Communication
- Principle:Langchain ai Langchain Public API Surface
- Principle:OWASP Www project top 10 for large language model applications Translation Baseline Preparation
- Principle:Langgenius Dify Billing Integration
- Principle:Microsoft Playwright Configure Trace Collection
- Principle:Treeverse LakeFS Java SDK OpenAPI Specification
Implementations
- Implementation:Bigscience workshop Petals Tokenizer Decode
- Implementation:CrewAIInc CrewAI TXT Search Tool
- Implementation:Pytorch Serve Metrics API
- Implementation:Microsoft Onnxruntime OnnxSparseTensor
- Implementation:Microsoft Onnxruntime OrtLoraAdapter
- Implementation:Run llama Llama index AutoMergingRetriever
- Implementation:Cleanlab Cleanlab Multilabel Get Label Quality Scores
- Implementation:Speechbrain Speechbrain Train CommonVoice Seq2Seq Wav2Vec
- Implementation:Online ml River Tree Nodes SGT
- Implementation:Elevenlabs Elevenlabs python GetKnowledgeBaseSummaryFileResponseModel
Heuristics
- Heuristic:Sgl project Sglang Schedule Conservativeness Tuning
- Heuristic:Princeton nlp SimPO BOS Token Handling
- Heuristic:Fede1024 Rust rdkafka Partitioner Must Not Block
- Heuristic:PeterL1n BackgroundMattingV2 Refine Mode Selection
- Heuristic:Pyro ppl Pyro Gradient Variance Reduction
- Heuristic:Spcl Graph of thoughts Backoff Retry On API Errors
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
- Heuristic:Pola rs Polars Streaming For Large Datasets
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
- Heuristic:Vibrantlabsai Ragas Nest Asyncio Uvloop Compatibility
Environments
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:Huggingface Datasets Lance Dependencies
- Environment:HKUDS AI Trader Python LangChain Runtime
- Environment:NVIDIA NeMo Curator NVIDIA DALI
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:Huggingface Datasets Search Dependencies
- Environment:Promptfoo Promptfoo Browser Automation
- Environment:Openclaw Openclaw Node 22 Runtime
- Environment:Vllm project Vllm AArch64 CPU