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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:Apache Paimon Data Ingestion With Ray Sink
- Workflow:EvolvingLMMs Lab Lmms eval Custom Task Creation
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:Apache Kafka Coordinator Runtime Lifecycle
- Workflow:Nightwatchjs Nightwatch Cucumber BDD Integration
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:Avhz RustQuant Analytic Option Pricing
- Workflow:Ucbepic Docetl Playground Interactive Development
- Workflow:Predibase Lorax Single LoRA Inference
- Workflow:Langgenius Dify Knowledge Base Creation
Principles
- Principle:Huggingface Optimum Parallel Layer Replacement
- Principle:Ggml org Llama cpp HybridMemory
- Principle:ARISE Initiative Robomimic Rollout Execution Eval
- Principle:AUTOMATIC1111 Stable diffusion webui Network weight restoration
- Principle:Sail sg LongSpec Environment Setup
- Principle:FlowiseAI Flowise Error Handling
- Principle:Bentoml BentoML Deployment Termination
- Principle:Webdriverio Webdriverio W3C WebDriver Bidi Specification
- Principle:Groq Groq python Text Embedding Request
- Principle:Microsoft Autogen Graph Flow Configuration
Implementations
- Implementation:Ucbepic Docetl Python API Schema Objects
- Implementation:Zai org CogVideo ActNorm
- Implementation:Astronomer Astronomer cosmos FullOutputSubprocessHook
- Implementation:Openclaw Openclaw HealthCommand
- Implementation:TobikoData Sqlmesh Plan Component
- Implementation:Neuml Txtai SQL Token
- Implementation:Apache Airflow SafeDatadogLogger
- Implementation:Deepset ai Haystack ExtractiveReader
- Implementation:Tencent Ncnn Imreadwrite
- Implementation:InternLM Lmdeploy GemmUniversalSm90V2
Heuristics
- Heuristic:NVIDIA DALI Last Batch Policy Selection
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:Openai Openai agents python Default Max Turns Safety Limit
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:Explodinggradients Ragas LLM Temperature Defaults
- Heuristic:HKUDS AI Trader Sortino Ratio Capping
- Heuristic:Sgl project Sglang Memory Fraction Tuning
- Heuristic:Huggingface Transformers FSDP Activation Checkpointing Tip
- Heuristic:Langchain ai Langchain Text Splitter Separator Hierarchy
- Heuristic:Langgenius Dify Token Refresh Loop Prevention
Environments
- Environment:Getgauge Taiko Chromium Browser
- Environment:Google deepmind Mujoco C Build Environment
- Environment:Lucidrains X transformers PyTorch CUDA
- Environment:Microsoft LoRA NLU Conda Environment
- Environment:Scikit learn contrib Imbalanced learn Python Scikit learn
- Environment:Volcengine Verl Python Core Dependencies
- Environment:Langfuse Langfuse Redis 7 Queue Cache
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:FlowiseAI Flowise Node Runtime Environment
- Environment:Microsoft Agent framework Python 3 10 Runtime