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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 Airflow Scheduler Operation and Task Execution
- Workflow:Haosulab ManiSkill Sim2Real Deployment
- Workflow:AUTOMATIC1111 Stable diffusion webui Text to image generation
- Workflow:Roboflow Rf detr Object Detection Inference
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Ray project Ray Actor Lifecycle Management
- Workflow:VainF Torch Pruning Object Detection Pruning
- Workflow:Astronomer Astronomer cosmos Local dbt DAG rendering
- Workflow:Volcengine Verl GRPO Training Pipeline
- Workflow:Deepset ai Haystack Document Preprocessing Pipeline
Principles
- Principle:Huggingface Trl Reward Evaluation and Saving
- Principle:Apache Dolphinscheduler Plugin Module Structure
- Principle:EvolvingLMMs Lab Lmms eval MCP Tool Integration
- Principle:Apache Hudi Write Operation Configuration
- Principle:Huggingface Datatrove Pipeline Failure Diagnosis
- Principle:Langfuse Langfuse LLM Execution for Experiments
- Principle:Triton inference server Server Classification Postprocessing
- Principle:Openai Evals Solver Configuration Patterns
- Principle:Vespa engine Vespa ABI Compatibility Specification
- Principle:Gretelai Gretel synthetics Batch Data Export
Implementations
- Implementation:Cohere ai Cohere python RequestOptions
- Implementation:Microsoft Onnxruntime ORTModule Training Execution
- Implementation:Spotify Luigi Luigi Build Run
- Implementation:Mlc ai Mlc llm FP8 Quantization
- Implementation:Microsoft Onnxruntime CUDA TrainingKernels
- Implementation:Treeverse LakeFS Java SDK Model StsAuthRequest
- Implementation:NVIDIA TransformerEngine Activation C API
- Implementation:Lance format Lance StructEncoding
- Implementation:DevExpress Testcafe TestRunTracker
- Implementation:Lucidrains X transformers Paired Sequence Generator Pattern
Heuristics
- Heuristic:OpenBMB UltraFeedback Score 10 Anomaly Correction
- Heuristic:Fede1024 Rust rdkafka Manual Offset Store Pattern
- Heuristic:Huggingface Alignment handbook Gradient Checkpointing Use Cache
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
- Heuristic:Elevenlabs Elevenlabs python Text Chunking Splitter Characters
- Heuristic:Openai Whisper Compression Ratio Threshold
- Heuristic:Shiyu coder Kronos Sampling Temperature Tuning
- Heuristic:NVIDIA NeMo Curator GPU Memory Resource Allocation
- Heuristic:Microsoft DeepSpeedExamples LoRA Learning Rate Scaling
- Heuristic:Dotnet Machinelearning Numerical Stability Guards
Environments
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:Openai Openai node OpenAI API Credentials
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:Roboflow Rf detr Roboflow Deployment Credentials
- Environment:Ray project Ray CI Build Matrix Environment
- Environment:Pyro ppl Pyro Distributed Training
- Environment:Marker Inc Korea AutoRAG Python 3 10 Runtime
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:LLMBook zh LLMBook zh github io PyTorch CUDA GPU Environment
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment