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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:Langgenius Dify Plugin Management
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:Iterative Dvc Plot Visualization
- Workflow:Microsoft Agent framework Declarative Agent Definition
- Workflow:Openai Openai node Fine Tuning
- Workflow:Zai org CogVideo Video Editing DDIM Inversion
- Workflow:Google research Deduplicate text datasets Suffix array querying
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Scikit learn Scikit learn Data Preprocessing Pipeline
- Workflow:Truera Trulens Custom App Instrumentation And Evaluation
Principles
- Principle:Microsoft Agent framework Executor Definition
- Principle:Huggingface Datasets Parquet Import
- Principle:Groq Groq python API Error Response Structure
- Principle:Wandb Weave Call Execution
- Principle:Huggingface Datatrove Pipeline Statistics Tracking
- Principle:Microsoft Semantic kernel Python SDK Package Configuration
- Principle:Neuml Txtai Index Persistence
- Principle:TA Lib Ta lib python Python Extension Building
- Principle:Tencent Ncnn Model Loading
- Principle:Haifengl Smile SQL Database Connection
Implementations
- Implementation:Langchain ai Langgraph Internal Runnable
- Implementation:Openai Openai python Embedding Response Model
- Implementation:Kornia Kornia Conftest
- Implementation:Vespa engine Vespa Vespa Logctl
- Implementation:Ollama Ollama MLXRunner Model Base
- Implementation:Zai org CogVideo CogVideoXDPMScheduler From Config
- Implementation:Apache Dolphinscheduler DataSourceClientProvider Cache Lifecycle
- Implementation:Explodinggradients Ragas DemonstrationConfig And InstructionConfig
- Implementation:Risingwavelabs Risingwave JdbcDialect Interface
- Implementation:Dagster io Dagster Sensor Decorator
Heuristics
- Heuristic:Cypress io Cypress Timeout Tuning
- Heuristic:Facebookresearch Habitat lab Resume State Config Override
- Heuristic:Iterative Dvc Run Cache Restoration Strategy
- Heuristic:DataTalksClub Data engineering zoomcamp Kafka Consumer Poll Timeout
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:Microsoft BIPIA Torch Compile Platform Guard
- Heuristic:Ucbepic Docetl Optimizer Sample Sizes
- Heuristic:NVIDIA NeMo Aligner PPO Critic Warmup Tip
- Heuristic:CarperAI Trlx Delta Rewards
- Heuristic:OWASP Www project top 10 for large language model applications Sandbox Containerization Pattern
Environments
- Environment:Mlflow Mlflow MLflow Server Environment
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:Apache Airflow Python Runtime Environment
- Environment:Duckdb Duckdb CMake Build Toolchain
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:Googleapis Python genai Vertex AI Service Account