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1,118
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:Onnx Onnx Model Validation
- Workflow:Deepseek ai Janus Multimodal Understanding
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
- Workflow:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:HKUDS AI Trader Data Pipeline
- Workflow:Scikit learn contrib Imbalanced learn Balanced Deep Learning Training
- Workflow:Turboderp org Exllamav2 LoRA Adapter Inference
- Workflow:Hiyouga LLaMA Factory Model Export and Merging
- Workflow:OpenGVLab InternVL Supervised Finetuning
Principles
- Principle:Promptfoo Promptfoo Assertion Grading
- Principle:Togethercomputer Together python Fine Tuning Job Monitoring
- Principle:DistrictDataLabs Yellowbrick Missing Data Visualization
- Principle:Triton inference server Server Signal Handling
- Principle:Truera Trulens Feedback Function Definition
- Principle:Ggml org Llama cpp Debugging
- Principle:HKUDS AI Trader Frontend Configuration Loading
- Principle:MaterializeInc Materialize Platform Check Pattern
- Principle:EvolvingLMMs Lab Lmms eval Metric Definition
- Principle:Langchain ai Langchain Streaming Events
Implementations
- Implementation:Zai org CogVideo Caption Load Video
- Implementation:Explodinggradients Ragas AgentGoalAccuracy Metric
- Implementation:Nautechsystems Nautilus trader TestInstrumentProvider Factory
- Implementation:Google deepmind Dm control MuJoCo Profiling Wrapper
- Implementation:Sdv dev SDV Metadata Load From Json
- Implementation:NVIDIA TransformerEngine JAX XLA Attention
- Implementation:Turboderp org Exllamav2 ExLlamaV2DynamicGeneratorAsync
- Implementation:OpenHands OpenHands DeviceCodeStore
- Implementation:Fede1024 Rust rdkafka Producer Transaction Methods
- Implementation:Microsoft Onnxruntime CUDA AdamW
Heuristics
- Heuristic:Arize ai Phoenix Queue Clear Race Condition
- Heuristic:Apache Flink Async Sink Timeout And Backpressure Defaults
- Heuristic:Microsoft BIPIA Torch Compile Platform Guard
- Heuristic:Apache Spark Partition Sizing Tips
- Heuristic:Neuml Txtai Thread Safety Constraints
- Heuristic:Turboderp org Exllamav2 Paged Cache Configuration
- Heuristic:SqueezeAILab ETS Softmax Temperature Tuning
- Heuristic:DistrictDataLabs Yellowbrick Scikit Learn API Compatibility
- Heuristic:Microsoft Agent framework Function Invocation Defaults
- Heuristic:Openai Whisper Compression Ratio Threshold
Environments
- Environment:Microsoft Agent framework Python 3 10 Runtime
- Environment:Microsoft Playwright Platform Support Environment
- Environment:Ucbepic Docetl LLM API Keys
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:Microsoft BIPIA OpenAI API Environment
- Environment:LLMBook zh LLMBook zh github io PyTorch CUDA GPU Environment
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:SeleniumHQ Selenium Grid Deployment Environment
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment