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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:Vibrantlabsai Ragas Prompt Optimization
- Workflow:Openai Openai python Embeddings Generation
- Workflow:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:Shiyu coder Kronos Batch Prediction
- Workflow:ClickHouse ClickHouse Packaging For Distribution
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:Pytorch Serve LLM Deployment vLLM
- Workflow:Mlfoundations Open flamingo Distributed Training
- Workflow:Evidentlyai Evidently Data Drift Monitoring
- Workflow:Roboflow Rf detr ONNX Export
Principles
- Principle:SeleniumHQ Selenium CDP Event Subscription
- Principle:Openai Whisper Audio Loading
- Principle:Langchain ai Langchain Tool Execution
- Principle:Scikit learn Scikit learn Data Inspection
- Principle:DataExpert io Data engineer handbook AB Test SDK Initialization
- Principle:Scikit learn contrib Imbalanced learn Dataset Imbalancing
- Principle:Eventual Inc Daft Table Creation
- Principle:Run llama Llama index Index Persistence
- Principle:Roboflow Rf detr Training Configuration
- Principle:Haosulab ManiSkill Reward Success Design
Implementations
- Implementation:Anthropics Anthropic sdk python General Utils
- Implementation:Tensorflow Serving Retrier
- Implementation:Vespa engine Vespa FRTConnectionPool Constructor
- Implementation:Hiyouga LLaMA Factory DPO Trainer
- Implementation:Triton inference server Server Tritonserver CLI
- Implementation:Apache Spark Distribution Placement
- Implementation:Lance format Lance StreamingWriteSource
- Implementation:OpenHands OpenHands OrgService Create LiteLLM Integration
- Implementation:CrewAIInc CrewAI SQLite Flow Persistence
- Implementation:Apache Paimon DataTypeVisitor
Heuristics
- Heuristic:Sktime Pytorch forecasting Learning Rate Scheduling
- Heuristic:Ggml org Llama cpp Context Size Alignment
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
- Heuristic:Roboflow Rf detr Resolution Divisibility Rule
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:OpenHands OpenHands Fail Open Rate Limiting
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
- Heuristic:Kserve Kserve Server Side Apply For CRDs
- Heuristic:Google deepmind Mujoco MJX Benchmarking Tips
Environments
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:Mistralai Client python GCP Deployment Environment
- Environment:Sgl project Sglang Multimodal
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Microsoft LoRA NLU Conda Environment