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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:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:Mit han lab Llm awq HuggingFace Model Export
- Workflow:DevExpress Testcafe Basic Test Authoring
- Workflow:Infiniflow Ragflow Docker Deployment
- Workflow:Astronomer Astronomer cosmos Local dbt DAG rendering
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:Alibaba ROLL Agentic RL Training Pipeline
- Workflow:DataExpert io Data engineer handbook PySpark Iceberg Job Execution
- Workflow:Nightwatchjs Nightwatch E2E Test Authoring
- Workflow:Vibrantlabsai Ragas Custom Metric Creation
Principles
- Principle:Neuml Txtai ONNX Export
- Principle:Ollama Ollama Llama Cpp Integration
- Principle:PacktPublishing LLM Engineers Handbook AWS IAM Role Provisioning
- Principle:NVIDIA NeMo Curator Semantic Duplicate Identification
- Principle:Vllm project Vllm LoRA Output Processing
- Principle:Mage ai Mage ai JSON Schema Loading
- Principle:Huggingface Datasets Arrow File Reading
- Principle:HKUDS AI Trader Frontend Portfolio Display
- Principle:MarketSquare Robotframework browser Custom Keyword Invocation
- Principle:Neuml Txtai Text Tokenization
Implementations
- Implementation:OpenGVLab InternVL InternLM2Tokenizer
- Implementation:Open compass VLMEvalKit ScreenSpot
- Implementation:Open compass VLMEvalKit Generate Inner
- Implementation:Datajuicer Data juicer MostRelevantEntitiesAggregator
- Implementation:Sgl project Sglang CPU MoE
- Implementation:Anthropics Anthropic sdk python ThinkingConfigParam
- Implementation:NVIDIA DALI Fn Box Encoder
- Implementation:Lance format Lance SafeScalarValue
- Implementation:Helicone Helicone Docker Compose Setup
- Implementation:Rapidsai Cuml Tree SHAP
Heuristics
- Heuristic:Shiyu coder Kronos Instance Normalization Clipping
- Heuristic:OpenRLHF OpenRLHF Value Head ZeRO3 Init Tip
- Heuristic:Kornia Kornia Morphology Engine Selection
- Heuristic:OpenBMB UltraFeedback Score 10 Anomaly Correction
- Heuristic:Deepseek ai Janus Bfloat16 Dtype Selection
- Heuristic:CrewAIInc CrewAI RAG Search Defaults
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:Zai org CogVideo BF16 FP16 Precision Selection
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
Environments
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:Sgl project Sglang Triton
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:Princeton nlp SimPO CUDA Training
- Environment:NVIDIA DALI PyTorch Environment
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Scikit learn contrib Imbalanced learn Python Scikit learn
- Environment:Openai Openai agents python Voice Dependencies
- Environment:Predibase Lorax Docker Container Runtime