Main Page
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Total Pages
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:Apache Paimon Data Ingestion With Ray Sink
- Workflow:Google deepmind Mujoco Simulation benchmarking
- Workflow:BerriAI Litellm SDK Completion
- Workflow:Deepset ai Haystack RAG Evaluation Pipeline
- Workflow:Alibaba MNN LLM Deployment Pipeline
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:OpenHands OpenHands Third Party Runtime Integration
- Workflow:Elevenlabs Elevenlabs python Voice Cloning
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
- Workflow:Mistralai Client python GCP Chat Completion
Principles
- Principle:Farama Foundation Gymnasium Vector Episode Statistics
- Principle:Kubeflow Pipelines Conditional Branching
- Principle:Langchain ai Langchain Input Preparation
- Principle:Groq Groq python Text Embedding Request
- Principle:Isaac sim IsaacGymEnvs Assembly Sub Policy Training
- Principle:Arize ai Phoenix Batch Span Annotation
- Principle:Pola rs Polars Input Data Preparation
- Principle:Roboflow Rf detr Model Deployment
- Principle:Tensorflow Serving Kubernetes Cluster Creation
- Principle:Langchain ai Langgraph Pregel Execution Algorithm
Implementations
- Implementation:Mlc ai Mlc llm CLI Main
- Implementation:Facebookresearch Habitat lab ActionEmbedding
- Implementation:NVIDIA TransformerEngine MXFP8 Storage
- Implementation:Open compass VLMEvalKit QSpatial Utils
- Implementation:Facebookresearch Audiocraft MultiPeriodDiscriminator
- Implementation:Webdriverio Webdriverio BrowserStack Launcher Tunnel
- Implementation:Apache Shardingsphere DatabaseRuleConfigurationManager Refresh
- Implementation:Online ml River Metrics SMAPE
- Implementation:Apache Airflow PercentFormatRender
- Implementation:LaurentMazare Tch rs Darknet Builder
Heuristics
- Heuristic:Openai Openai agents python Default Max Turns Safety Limit
- Heuristic:Datajuicer Data juicer Operator Fusion Rules
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:Openai CLIP L2 Normalization For Cosine Similarity
- Heuristic:LLMBook zh LLMBook zh github io LoRA Initialization Strategy
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:Openai Openai node Browser Safety Guard
- Heuristic:Mit han lab Llm awq Kernel Selection Thresholds
- Heuristic:AUTOMATIC1111 Stable diffusion webui VRAM Management Strategies
Environments
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Risingwavelabs Risingwave Docker Deployment Environment
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:Ucbepic Docetl Python Runtime
- Environment:Obss Sahi Python Detection Frameworks
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment