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Principles
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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:ARISE Initiative Robosuite Teleoperation
- Workflow:Shiyu coder Kronos CSV Finetuning
- Workflow:Obss Sahi Sliced Inference Pipeline
- Workflow:CARLA simulator Carla Building from Source
- Workflow:Duckdb Duckdb Source Amalgamation And Packaging
- Workflow:Googleapis Python genai Function Calling and Tools
- Workflow:Openai Openai node Streaming To Client
- Workflow:Langchain ai Langgraph Human in the Loop Agent
- Workflow:Treeverse LakeFS Garbage Collection
- Workflow:Isaac sim IsaacGymEnvs Custom Task Development
Principles
- Principle:Treeverse LakeFS GC Job Execution
- Principle:Avhz RustQuant Generalized Black Scholes Merton
- Principle:Apache Airflow DAG File Discovery
- Principle:Haotian liu LLaVA Visual Instruction Tuning
- Principle:Shiyu coder Kronos Qlib Training Dataset
- Principle:Webdriverio Webdriverio Firefox Profile Management
- Principle:Alibaba ROLL Distillation Validation
- Principle:ARISE Initiative Robomimic Algorithm Instantiation
- Principle:Deepset ai Haystack Query Text Embedding
- Principle:PrefectHQ Prefect Dbt Project Setup
Implementations
- Implementation:Mlc ai Mlc llm Attach Spec Decode Aux
- Implementation:Intel Ipex llm Transformers Trainer LoRA
- Implementation:Datajuicer Data juicer Quality Classifier Train
- Implementation:Bitsandbytes foundation Bitsandbytes XPU Backend Ops
- Implementation:Onnx Onnx Proto Utils
- Implementation:FlowiseAI Flowise PreviewChunks
- Implementation:Alibaba MNN Auto Quant Validation
- Implementation:LaurentMazare Tch rs Tensor Indexing
- Implementation:Langchain ai Langchain BaseChatModel Generate With Cache
- Implementation:CARLA simulator Carla AtomicList
Heuristics
- Heuristic:Alibaba ROLL PPO Clipping Defaults
- Heuristic:InternLM Lmdeploy Max Batch Size Selection
- Heuristic:Avhz RustQuant MC Parallel Path Threshold
- Heuristic:Infiniflow Ragflow Reranking Weight Tuning
- Heuristic:Elevenlabs Elevenlabs python Text Chunking Splitter Characters
- Heuristic:Helicone Helicone Cost Precision Multiplier
- Heuristic:Ucbepic Docetl Optimizer Sample Sizes
- Heuristic:Iamhankai Forest of Thought Tree Iteration Scaling
- Heuristic:Mage ai Mage ai Record Deduplication Before Batch Export
- Heuristic:Apache Kafka Log4j Migration Compatibility
Environments
- Environment:Vespa engine Vespa Cosign Sigstore Signing
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:Microsoft Onnxruntime Python Inference Environment
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:Openai Whisper PyTorch CUDA
- Environment:PeterL1n BackgroundMattingV2 PyTorch CUDA
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Huggingface Trl vLLM Generation Environment