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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 Workflow Builder and Execution
- Workflow:Datahub project Datahub Protobuf Schema Ingestion
- Workflow:Astronomer Astronomer cosmos TaskGroup dbt integration
- Workflow:NVIDIA TransformerEngine Accelerate HF Llama With TE
- Workflow:Google deepmind Dm control Composer Environment Building
- Workflow:Openai Openai agents python Tool Integrated Agent
- Workflow:Sktime Pytorch forecasting DeepAR Probabilistic Forecasting
- Workflow:Microsoft Onnxruntime On Device Training
- Workflow:Datahub project Datahub CLI Metadata Ingestion
- Workflow:Langfuse Langfuse Otel ingestion pipeline
Principles
- Principle:Dotnet Machinelearning SSA Model Fitting
- Principle:Apache Spark YARN Web Proxy Security
- Principle:Scikit learn contrib Imbalanced learn Under Sampling Base Abstraction
- Principle:Microsoft Agent framework Declarative Tool Binding
- Principle:Lucidrains X transformers Belief State Training
- Principle:Duckdb Duckdb Auxiliary Code Generation
- Principle:Huggingface Diffusers Lazy Import Management
- Principle:Open compass VLMEvalKit API Model Adapter Pattern
- Principle:Apache Druid Visualization Module Selection
- Principle:Dotnet Machinelearning Binary Classification Training
Implementations
- Implementation:Vespa engine Vespa Embedder Embed
- Implementation:Apache Flink CompactorOperator NotifyCheckpointComplete
- Implementation:TA Lib Ta lib python Stream Function API
- Implementation:AUTOMATIC1111 Stable diffusion webui File Hashing
- Implementation:Mage ai Mage ai Source Write Records
- Implementation:Alibaba MNN FlatBuffers Reflection Header
- Implementation:Mlflow Mlflow Trace Decorator
- Implementation:Datajuicer Data juicer NlpaugEnMapper
- Implementation:Arize ai Phoenix Pyproject Config
- Implementation:Apache Druid SchemaColumnList
Heuristics
- Heuristic:Apache Dolphinscheduler JDBC Security Blocklist
- Heuristic:OpenGVLab InternVL Gradient Checkpointing Memory
- Heuristic:Volcengine Verl Sequence Length Balancing
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
- Heuristic:ContextualAI HALOs FSDP Sampling Workaround
- Heuristic:Duckdb Duckdb Version Sync Across Files
- Heuristic:NVIDIA NeMo Aligner PPO Critic Warmup Tip
- Heuristic:Langchain ai Langgraph Retry Policy Configuration
- Heuristic:ARISE Initiative Robomimic Data Worker Tuning By Modality
- Heuristic:Langgenius Dify API Token Single Flight Caching
Environments
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment
- Environment:Cohere ai Cohere python AWS Integration Dependencies
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Iterative Dvc Git SCM Environment
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Vllm project Vllm Distributed
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:Ggml org Llama cpp Python Conversion Environment