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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:Mlc ai Web llm Chrome Extension Integration
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:Langchain ai Langgraph Human in the Loop Agent
- Workflow:Datajuicer Data juicer Distributed Ray Processing
- Workflow:Google deepmind Mujoco GPU batched simulation MJX
- Workflow:DataExpert io Data engineer handbook Flink Kafka Streaming Pipeline
- Workflow:Apache Druid Visual Data Exploration
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:Haifengl Smile Nearest Neighbor Search
Principles
- Principle:CARLA simulator Carla Actor Spawning
- Principle:Langgenius Dify Node Level Testing
- Principle:CARLA simulator Carla Simulation Replay
- Principle:SeldonIO Seldon core Usage Metrics Publishing
- Principle:Microsoft Autogen Tool Event Processing
- Principle:Datajuicer Data juicer Column Wise Distribution Analysis
- Principle:Huggingface Diffusers Video Input Preparation
- Principle:CARLA simulator Carla Simulator Packaging
- Principle:Apache Spark SQL Documentation Generation
- Principle:Togethercomputer Together python Dataset Preparation
Implementations
- Implementation:Avhz RustQuant LinearRegression
- Implementation:ArroyoSystems Arroyo Udfs Resource Tab
- Implementation:Alibaba MNN RapidJSON Encodings
- Implementation:ClickHouse ClickHouse Glibc Compatibility
- Implementation:Huggingface Datasets Load Dataset Streaming
- Implementation:Truera Trulens Block Output Decorator
- Implementation:OpenHands OpenHands SlackManager
- Implementation:OpenRLHF OpenRLHF PPOTrainer fit
- Implementation:Spcl Graph of thoughts SortingPrompter
- Implementation:OWASP Www project top 10 for large language model applications TranslationPublisher Publish
Heuristics
- Heuristic:Heibaiying BigData Notes Hive ORC Parquet Storage Tip
- Heuristic:DistrictDataLabs Yellowbrick Matplotlib rcParams Management
- Heuristic:Ucbepic Docetl Optimizer Sample Sizes
- Heuristic:Mlflow Mlflow Async Logging Best Practices
- Heuristic:BerriAI Litellm Token Counting Buffer
- Heuristic:Farama Foundation Gymnasium Render Mode Selection Guide
- Heuristic:Cohere ai Cohere python Pydantic V1 V2 Compatibility
- Heuristic:Liu00222 Open Prompt Injection Cosine Similarity Segmentation Threshold
- Heuristic:Roboflow Rf detr Layer Wise LR Decay
- Heuristic:OpenHands OpenHands Clustered Race Condition Prevention
Environments
- Environment:Kserve Kserve Istio Service Mesh
- Environment:Volcengine Verl Python Core Dependencies
- Environment:Sgl project Sglang CPU
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:Mistralai Client python Python SDK Environment
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas