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1,118
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:Apache Kafka Coordinator Runtime Lifecycle
- Workflow:AUTOMATIC1111 Stable diffusion webui Text to image generation
- Workflow:Apache Airflow Scheduler Operation and Task Execution
- Workflow:Openai Openai node Realtime Conversation
- Workflow:Togethercomputer Together python Fine Tuning
- Workflow:Dotnet Machinelearning AutoML Experiment
- Workflow:Openai Openai node Function Calling
- Workflow:ChenghaoMou Text dedup Suffix Array Deduplication
- Workflow:LLMBook zh LLMBook zh github io LLM Pretraining
- Workflow:Volcengine Verl GRPO Training Pipeline
Principles
- Principle:LaurentMazare Tch rs Batch Normalization
- Principle:SeleniumHQ Selenium Browser Interaction
- Principle:Vespa engine Vespa Subscriber Shutdown
- Principle:Liu00222 Open Prompt Injection Attacker Creation
- Principle:Teamcapybara Capybara Browser Specialization
- Principle:SqueezeAILab ETS Answer Extraction
- Principle:Teamcapybara Capybara Server Boot
- Principle:ClickHouse ClickHouse Object Pooling
- Principle:Apache Shardingsphere Federation Metadata Refresh
- Principle:Webdriverio Webdriverio UtilityPattern
Implementations
- Implementation:Open compass VLMEvalKit ChartMimic
- Implementation:Tencent Ncnn TF Types
- Implementation:Sdv dev SDV Evaluate Quality Multi Table
- Implementation:LaurentMazare Tch rs DDPG Agent
- Implementation:Arize ai Phoenix Legacy Span Templates
- Implementation:EvolvingLMMs Lab Lmms eval MMUPD Evaluation Engine
- Implementation:Astronomer Astronomer cosmos MemoryTracker
- Implementation:Datajuicer Data juicer TextChunkMapper
- Implementation:Astronomer Astronomer cosmos ExecutionConfig Init
- Implementation:Mage ai Mage ai Google Sheets Transform
Heuristics
- Heuristic:Puppeteer Puppeteer Timeout Hierarchy
- Heuristic:AnswerDotAI RAGatouille FAISS Vs PyTorch KMeans Indexing
- Heuristic:PacktPublishing LLM Engineers Handbook Chunking Strategy By Content Type
- Heuristic:Helicone Helicone Rate Limiting Fail Open
- Heuristic:Triton inference server Server Concurrency Throughput Rule
- Heuristic:Mage ai Mage ai Record Deduplication Before Batch Export
- Heuristic:Mlflow Mlflow Async Logging Best Practices
- Heuristic:SeldonIO Seldon core Over Commit Memory Tip
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:NVIDIA NeMo Aligner PPO NCCL Algorithm Setting
Environments
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Dotnet Machinelearning Platform Architecture Support
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:Guardrails ai Guardrails LLM Provider API Keys
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Tensorflow Tfjs Python Converter