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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:Turboderp org Exllamav2 Interactive Chat
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:Protectai Llm guard LLM Input Output Scanning
- Workflow:Apache Airflow Provider Distribution Development
- Workflow:Neuml Txtai API Deployment
- Workflow:Kornia Kornia Differentiable Image Augmentation
- Workflow:Zai org CogVideo SAT Finetuning
- Workflow:Tensorflow Tfjs Transfer Learning
- Workflow:Arize ai Phoenix Trace Ingestion Pipeline
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
Principles
- Principle:Webdriverio Webdriverio Browser Runner Configuration
- Principle:Huggingface Datasets Audio Feature Handling
- Principle:Facebookresearch Audiocraft Training Environment Configuration
- Principle:Haosulab ManiSkill Scene Object Loading
- Principle:Spotify Luigi Container Job Execution
- Principle:Alibaba ROLL Logits Transfer Communication
- Principle:Cypress io Cypress Binary Installation
- Principle:Nightwatchjs Nightwatch Component Test Execution
- Principle:Webdriverio Webdriverio Page Source Analysis
- Principle:Huggingface Datatrove Media Reading Framework
Implementations
- Implementation:Microsoft DeepSpeedExamples Fast Torch Serialization
- Implementation:Pyro ppl Pyro HMC Kernel
- Implementation:Microsoft LoRA Legacy Utils Multiple Choice
- Implementation:Haosulab ManiSkill PDJointPosVelController
- Implementation:Microsoft Playwright BidiCommands Types
- Implementation:Mlflow Mlflow Set Model Version Tag
- Implementation:Mlc ai Mlc llm Phi Model
- Implementation:FlagOpen FlagEmbedding LLM Embedder LM Model
- Implementation:Pola rs Polars Str to Date Datetime
- Implementation:Google deepmind Mujoco MJX Passive
Heuristics
- Heuristic:Ggml org Llama cpp Warning Deprecated Legacy Converters
- Heuristic:Unslothai Unsloth VLLM Memory Utilization
- Heuristic:ARISE Initiative Robomimic HDF5 Cache Mode Selection
- Heuristic:Microsoft Onnxruntime Graph Optimization Level Selection
- Heuristic:Tensorflow Serving Resource Estimation Rules
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
- Heuristic:VainF Torch Pruning Channel Rounding Alignment
- Heuristic:NVIDIA TransformerEngine Attention Backend Selection
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
Environments
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:HKUDS AI Trader MCP Services
- Environment:Deepspeedai DeepSpeed NVMe Environment
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Openai Whisper Triton
- Environment:Eric mitchell Direct preference optimization HuggingFace Transformers
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Obss Sahi Python Pycocotools
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime