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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:Diagram of thought Diagram of thought DoT Iterative Reasoning
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:Huggingface Open r1 Dataset Pass Rate Filtering
- Workflow:Datahub project Datahub Java SDK V2 Entity Management
- Workflow:Alibaba ROLL Knowledge Distillation Pipeline
- Workflow:Openai Openai node Fine Tuning
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:Rapidsai Cuml Time Series Forecasting
Principles
- Principle:Openai Openai node Response Stream Processing
- Principle:PrefectHQ Prefect Deployment Configuration Validation
- Principle:ARISE Initiative Robosuite Lighting Randomization
- Principle:NVIDIA DALI Execution Mode Selection
- Principle:OpenRLHF OpenRLHF SFT Dataset Construction
- Principle:Datahub project Datahub V2 Client Setup
- Principle:Apache Beam Execution Monitoring
- Principle:Microsoft Semantic kernel Vector Similarity Search
- Principle:Spotify Luigi Remote Data Transfer
- Principle:NVIDIA TransformerEngine HF Decoder Layer Replacement
Implementations
- Implementation:NVIDIA DALI Plugin Manager Load Library
- Implementation:Apache Druid ContinuousChartRender
- Implementation:Mlc ai Mlc llm MainActivity
- Implementation:Tensorflow Tfjs Variables Test
- Implementation:CARLA simulator Carla CMake Build Launch Package
- Implementation:Apache Dolphinscheduler BaseDataSourceParamDTO Extension
- Implementation:FlowiseAI Flowise FollowUpPrompts
- Implementation:Openai Openai node Alpha Graders
- Implementation:Interpretml Interpret Powerlift TaskMeasures
- Implementation:Haosulab ManiSkill WidowXAIWristCam
Heuristics
- Heuristic:FMInference FlexLLMGen Weight Compression 4bit
- Heuristic:Pytorch Serve Batch Size Tuning
- Heuristic:DistrictDataLabs Yellowbrick Model Fitted State Detection
- Heuristic:Langgenius Dify Credential Sanitization In API Responses
- Heuristic:Microsoft BIPIA Torch Compile Platform Guard
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Explodinggradients Ragas Deprecation Migration Guide
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Norrrrrrr lyn WAInjectBench NaN Inf Fallback FP32 Recovery
- Heuristic:Langchain ai Langchain Pydantic V2 Configuration Tips
Environments
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Snorkel team Snorkel Dask Distributed
- Environment:BerriAI Litellm Observability Stack
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Openclaw Openclaw Node 22 Runtime
- Environment:Huggingface Open r1 vLLM Server
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Pytorch Serve vLLM Engine Environment
- Environment:Lm sys FastChat SFT Training Environment
- Environment:TobikoData Sqlmesh BigQuery Connection