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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:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:ArroyoSystems Arroyo Checkpoint Recovery
- Workflow:LaurentMazare Tch rs JIT Model Inference
- Workflow:Langchain ai Langchain Streaming Responses
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Anthropics Anthropic sdk python Streaming Message Interaction
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Ggml org Llama cpp LoRA Adapter Workflow
- Workflow:Recommenders team Recommenders ALS Spark Recommendation
- Workflow:Openai Whisper Word Level Timestamps
Principles
- Principle:Apache Airflow Scheduling Configuration
- Principle:Zai org CogVideo Captioning Environment Setup
- Principle:OpenHands OpenHands Progress Notification
- Principle:Cypress io Cypress Electron Binary Packaging
- Principle:Axolotl ai cloud Axolotl Sequence Packing
- Principle:Langgenius Dify Component Testing
- Principle:Langfuse Langfuse Prompt Retrieval and Resolution
- Principle:Tensorflow Serving HTTP Compression
- Principle:Microsoft Semantic kernel Vector Store Collection Setup
- Principle:SeldonIO Seldon core Production Traffic Monitoring
Implementations
- Implementation:Facebookresearch Audiocraft MusicGen get pretrained
- Implementation:Google deepmind Dm control Suite Finger
- Implementation:Sktime Pytorch forecasting DeepAR From Dataset
- Implementation:Cleanlab Cleanlab TC Get Label Quality Scores
- Implementation:Triton inference server Server L0 Model Queue Test
- Implementation:Ucbepic Docetl ServerConvertRoutes
- Implementation:Lance format Lance Java BasePath
- Implementation:Iterative Dvc Testing Path Info
- Implementation:Microsoft Onnxruntime MapInfo
- Implementation:Openai Evals AnthropicSolver
Heuristics
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:Duckdb Duckdb Version Sync Across Files
- Heuristic:LMCache LMCache Chunk Size And Default Config
- Heuristic:Ucbepic Docetl Rate Limit Exponential Backoff
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:Shiyu coder Kronos Sampling Temperature Tuning
- Heuristic:OpenRLHF OpenRLHF Value Head ZeRO3 Init Tip
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:Huggingface Diffusers Memory Offloading Strategy
- Heuristic:Volcengine Verl FSDP Mixed Precision Init
Environments
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:Deepspeedai DeepSpeed CPU Environment
- Environment:Huggingface Trl vLLM Generation Environment
- Environment:Kserve Kserve Cert Manager
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:Turboderp org Exllamav2 Build Toolchain
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:Apache Paimon Optional Extensions
- Environment:Risingwavelabs Risingwave Rust Build Environment