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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:Mbzuai oryx Awesome LLM Post training Deep Paper Collection
- Workflow:Heibaiying BigData Notes Hadoop MapReduce Word Count
- Workflow:Openclaw Openclaw Docker Deployment
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Openclaw Openclaw Multi Agent Routing
- Workflow:Treeverse LakeFS External Data Import
- Workflow:OpenGVLab InternVL Supervised Finetuning
- Workflow:Scikit learn Scikit learn Ensemble Model Building
- Workflow:Langgenius Dify Workflow Builder and Execution
- Workflow:Openai Openai node Audio Processing
Principles
- Principle:Marker Inc Korea AutoRAG Passage Sampling
- Principle:Datahub project Datahub MCP Construction
- Principle:OWASP Www project top 10 for large language model applications Red Team Results Analysis
- Principle:Googleapis Python genai Local Tokenization
- Principle:Farama Foundation Gymnasium Box2D Physics Simulation
- Principle:Openai Openai node Parsed Output Consumption
- Principle:Facebookresearch Audiocraft Pretrained Compression Export
- Principle:ArroyoSystems Arroyo UDF Runtime Execution
- Principle:Treeverse LakeFS Java SDK JSON Serialization
- Principle:Getgauge Taiko Type Safety
Implementations
- Implementation:Snorkel team Snorkel LabelingFunction Init
- Implementation:CARLA simulator Carla Logging
- Implementation:Norrrrrrr lyn WAInjectBench LogisticRegression Fit
- Implementation:Sktime Pytorch forecasting EncoderDecoderTimeSeriesDataModule
- Implementation:Open compass VLMEvalKit MEGABench Metric Type
- Implementation:Ggml org Ggml Vulkan shader gen
- Implementation:Cohere ai Cohere python Tool Model
- Implementation:Nautechsystems Nautilus trader V2 Pyproject Configuration
- Implementation:Ggml org Ggml Sam encode image
- Implementation:Openclaw Openclaw GatewayServiceInstall
Heuristics
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:Apache Flink False Positive Availability Optimization
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:Helicone Helicone Provider URL Regex Priority
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:NVIDIA TransformerEngine Build Optimization Tips
- Heuristic:Alibaba ROLL Gradient Checkpointing Recomputation
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
- Heuristic:TobikoData Sqlmesh Snapshot TTL Defaults
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
Environments
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:PrefectHQ Prefect Prefect Server Database
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:Wandb Weave Python SDK Runtime
- Environment:Microsoft Onnxruntime Python Inference Environment
- Environment:Spotify Luigi Apache Spark
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:Bentoml BentoML Triton Inference Server