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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:Liu00222 Open Prompt Injection Detection Localization Defense
- Workflow:Apache Airflow Provider Distribution Development
- Workflow:Huggingface Open r1 Reasoning Data Generation
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Openclaw Openclaw Multi Agent Routing
- Workflow:Pyro ppl Pyro VAE Training
- Workflow:Webdriverio Webdriverio Standalone Browser Automation
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
Principles
- Principle:Apache Dolphinscheduler Frontend Build Configuration
- Principle:Mlflow Mlflow Tracking Environment Configuration
- Principle:Alibaba ROLL Teacher Forward Inference
- Principle:Webdriverio Webdriverio BrowserBinaryResolution
- Principle:Webdriverio Webdriverio HookLifecycle
- Principle:Haosulab ManiSkill Ego Centric Control
- Principle:Pyro ppl Pyro Full Rank Variational Inference
- Principle:Confident ai Deepeval OpenAI Agents Instrumentation
- Principle:Huggingface Transformers Adapter Training
- Principle:Webdriverio Webdriverio XML Processing
Implementations
- Implementation:CrewAIInc CrewAI Code Interpreter Tool
- Implementation:Microsoft DeepSpeedExamples Domino GPT Model
- Implementation:CrewAIInc CrewAI RAG DOCX Loader
- Implementation:LaurentMazare Tch rs ModuleT Batch Accuracy
- Implementation:OpenGVLab InternVL HF PrefixLM Converter
- Implementation:Microsoft Agent framework BaseChatClient As Agent
- Implementation:OpenHands OpenHands GithubV1CallbackProcessor Call
- Implementation:Ucbepic Docetl OpDescriptions
- Implementation:Langfuse Langfuse FetchLLMCompletion Eval
- Implementation:Mlc ai Mlc llm RNN State
Heuristics
- Heuristic:Heibaiying BigData Notes Hive ORC Parquet Storage Tip
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:Huggingface Datatrove FineWeb Filter Pipeline Order
- Heuristic:Huggingface Optimum Version Conditional Behavior
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
- Heuristic:Getgauge Taiko Network Interception Gotchas
- Heuristic:Bentoml BentoML Worker Count Strategy
- Heuristic:Intel Ipex llm LoRA Target All Linear Layers
- Heuristic:Run llama Llama index Embedding Batch Size Tuning
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
Environments
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Apache Airflow Development Contributor Environment
- Environment:Triton inference server Server Docker Container Build
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:ArroyoSystems Arroyo Object Storage
- Environment:Obss Sahi Python Pycocotools