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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:Obss Sahi Sliced Inference Pipeline
- Workflow:OpenBMB UltraFeedback Completion Generation
- Workflow:Groq Groq python Text To Speech
- Workflow:Anthropics Anthropic sdk python Streaming Message Interaction
- Workflow:Mlflow Mlflow Prompt Management
- Workflow:AUTOMATIC1111 Stable diffusion webui Text to image generation
- Workflow:InternLM Lmdeploy LLM API Server Deployment
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:Trailofbits Fickling Safe ML Model Loading
Principles
- Principle:Apache Paimon Catalog Initialization
- Principle:Speechbrain Speechbrain Dataset Pipeline Construction
- Principle:Danijar Dreamerv3 Process Spawning
- Principle:Huggingface Alignment handbook APO Zero Preference Alignment
- Principle:Facebookresearch Habitat lab App State Machine
- Principle:Apache Beam Job Execution
- Principle:Pyro ppl Pyro Biological Sequence Models
- Principle:Avhz RustQuant Error Handling
- Principle:Apache Paimon Multi Format Reading
- Principle:Openclaw Openclaw CLI Bootstrap
Implementations
- Implementation:LMCache LMCache LFU Cache Policy
- Implementation:Run llama Llama index MetadataReplacementPostProcessor
- Implementation:Haosulab ManiSkill InsertFlower
- Implementation:Datahub project Datahub SparkStreamingEventToDatahub
- Implementation:Sgl project Sglang Benchmark MoE ROCm
- Implementation:Facebookresearch Habitat lab Agent ABC
- Implementation:Open compass VLMEvalKit RBDash
- Implementation:Ggml org Ggml Sycl vecdotq
- Implementation:Run llama Llama index StructuredLLM
- Implementation:Google deepmind Mujoco JAX Experimental XLA FFI
Heuristics
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
- Heuristic:Fede1024 Rust rdkafka Regular Polling Required
- Heuristic:Langchain ai Langgraph Durability Mode Selection
- Heuristic:Apache Beam Warning Deprecated Twister2 Runner
- Heuristic:Volcengine Verl Layered Summon Memory Tradeoff
- Heuristic:NVIDIA DALI Last Batch Policy Selection
- Heuristic:VainF Torch Pruning Pruning Ratio vs Parameter Ratio
- Heuristic:Treeverse LakeFS Warning Deprecated InternalApi Methods
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:Marker Inc Korea AutoRAG Data Format Requirements
Environments
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:Microsoft Autogen Studio Server Environment
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:Lm sys FastChat Python Core Dependencies
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Unstructured IO Unstructured OpenAI API