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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:Gretelai Gretel synthetics DGAN Timeseries Generation
- Workflow:Open compass VLMEvalKit Adding Custom VLM
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:Openclaw Openclaw Plugin And Skill Extension
- Workflow:Google deepmind Dm control Locomotion Task Setup
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:Apache Airflow Scheduler Operation and Task Execution
- Workflow:Huggingface Trl PPO RLHF Training
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Kubeflow Pipelines Pipeline Authoring and Compilation
Principles
- Principle:Ucbepic Docetl Pipeline Optimization Search
- Principle:PeterL1n BackgroundMattingV2 TorchScript export
- Principle:Recommenders team Recommenders News Hyperparameter Configuration
- Principle:Apache Kafka Container Registry Push
- Principle:Apache Hudi Streaming Write Execution
- Principle:Avhz RustQuant Business Calendar
- Principle:Facebookresearch Habitat lab Data Recording
- Principle:Huggingface Datasets Label Classification
- Principle:Ollama Ollama GGUF Model Conversion Qwen3Vl
- Principle:Hpcaitech ColossalAI SFT Model Loading
Implementations
- Implementation:Datajuicer Data juicer DAGExecutionStrategies
- Implementation:Mage ai Mage ai Datadog Streams
- Implementation:FlagOpen FlagEmbedding Reinforced IR GPTAgent
- Implementation:Apache Airflow Timetable Protocol
- Implementation:TobikoData Sqlmesh Plan Hooks
- Implementation:Scikit learn Scikit learn TruncatedSVD
- Implementation:NVIDIA NeMo Curator Audio Common Stages
- Implementation:Google deepmind Dm control TCP Initializer
- Implementation:Apache Druid NamedExpressionsInput
- Implementation:Teamcapybara Capybara Spec Node
Heuristics
- Heuristic:Sktime Pytorch forecasting Target Normalization Transforms
- Heuristic:Diagram of thought Diagram of thought Typed Records For Auditability
- Heuristic:Truera Trulens Temperature Zero For Deterministic Scoring
- Heuristic:Mlfoundations Open flamingo Gradient Clipping Max Norm
- Heuristic:Haifengl Smile Quarkus Async Context Handling
- Heuristic:Dotnet Machinelearning Numerical Stability Guards
- Heuristic:MaterializeInc Materialize Dbt Transaction Disable
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
- Heuristic:LMCache LMCache Health Monitor Thresholds
- Heuristic:Openai Evals Event Batching Configuration
Environments
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:Allenai Open instruct vLLM Inference
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Tensorflow Serving Build Environment
- Environment:Apache Druid Integration Test Docker
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Ucbepic Docetl LLM API Keys