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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:Triton inference server Server Custom Container Build
- Workflow:Kornia Kornia Image Feature Matching
- Workflow:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:Ucbepic Docetl Long Document Chunking
- Workflow:CARLA simulator Carla Simulation Recording and Replay
- Workflow:Microsoft Playwright Trace recording and debugging
- Workflow:LLMBook zh LLMBook zh github io LoRA Finetuning
- Workflow:Kubeflow Kubeflow Platform Deployment
- Workflow:Infiniflow Ragflow Docker Deployment
- Workflow:PeterL1n BackgroundMattingV2 Training pipeline
Principles
- Principle:Pytorch Serve Multimodal Inference
- Principle:Open compass VLMEvalKit Model Registration
- Principle:Avhz RustQuant Interpolation
- Principle:Mit han lab Llm awq Activation Aware Weight Quantization
- Principle:Pyro ppl Pyro MCMC Convergence Diagnostics
- Principle:Marker Inc Korea AutoRAG Node Line Execution
- Principle:Langgenius Dify Workflow Application Creation
- Principle:Elevenlabs Elevenlabs python Realtime Text to Speech
- Principle:Vllm project Vllm Multimodal Generation
- Principle:Roboflow Rf detr Model Initialization
Implementations
- Implementation:Haotian liu LLaVA Eval Model RunLLaVA
- Implementation:Arize ai Phoenix Span Processor Exporter
- Implementation:Online ml River Datasets Phishing
- Implementation:Apache Beam StructuralKey
- Implementation:Ucbepic Docetl PresidentialDebateDemo
- Implementation:Treeverse LakeFS Java SDK Model ExternalLoginInformation
- Implementation:Triton inference server Server GenQaRaggedModels
- Implementation:Scikit learn contrib Imbalanced learn BalancedBatchGenerator
- Implementation:PrefectHQ Prefect UI V2 Package Lock
- Implementation:Guardrails ai Guardrails Hub Token
Heuristics
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:Datahub project Datahub Git Worktree Gradle Fix
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:Apache Druid Query Error Suggestion Patterns
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
- Heuristic:Dagster io Dagster Lazy Import Pattern
- Heuristic:Pyro ppl Pyro Gradient Variance Reduction
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
- Heuristic:ChenghaoMou Text dedup Suffix Array Merge Strategy
- Heuristic:Microsoft DeepSpeedExamples LoRA Learning Rate Scaling
Environments
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Unslothai Unsloth Python Transformers
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:Huggingface Transformers Flash Attention 2 Env