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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:OpenGVLab InternVL Benchmark Evaluation
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
- Workflow:Openclaw Openclaw Plugin And Skill Extension
- Workflow:Spcl Graph of thoughts GoT Sorting Pipeline
- Workflow:Online ml River Time Series Forecasting
- Workflow:Datajuicer Data juicer Custom Operator Development
- Workflow:Promptfoo Promptfoo LLM Evaluation
- Workflow:Iterative Dvc Plot Visualization
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
- Workflow:Microsoft Onnxruntime On Device Training
Principles
- Principle:Truera Trulens Context Filter Guardrail
- Principle:Fede1024 Rust rdkafka Mock Client Configuration
- Principle:Dotnet Machinelearning MLContext Initialization
- Principle:Haifengl Smile Column Selection and Filtering
- Principle:AUTOMATIC1111 Stable diffusion webui High resolution fix
- Principle:Ollama Ollama Chat Template System
- Principle:Langfuse Langfuse Export Completion Notification
- Principle:Haosulab ManiSkill Sim2Real Bridge
- Principle:Langchain ai Langchain Test PyPI Publishing
- Principle:Ollama Ollama LlamaCpp CGo Bridge
Implementations
- Implementation:FlagOpen FlagEmbedding Reinforced IR GPTAgent
- Implementation:Microsoft LoRA Check TF Ops
- Implementation:Openai Openai python Response Input Param
- Implementation:NVIDIA DALI DALIGenericIterator
- Implementation:EvolvingLMMs Lab Lmms eval ChatMessages
- Implementation:BerriAI Litellm Custom Logger Registry
- Implementation:FlowiseAI Flowise MarketplacesView
- Implementation:Treeverse LakeFS Java SDK Model Commit
- Implementation:FlowiseAI Flowise LoginActivity
- Implementation:Elevenlabs Elevenlabs python TurnConfigWorkflowOverride
Heuristics
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:Openai Evals Chat Format Recommendation
- Heuristic:MarketSquare Robotframework browser Docker Chrome Security
- Heuristic:Evidentlyai Evidently Statistical Test Auto Selection
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
- Heuristic:Elevenlabs Elevenlabs python Client Timeout Configuration
- Heuristic:Google research Deduplicate text datasets Parallel Job Scaling By Data Size
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:ARISE Initiative Robosuite Domain Randomization Tuning
- Heuristic:Explodinggradients Ragas Deprecation Migration Guide
Environments
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:Apache Spark Python Environment
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:MaterializeInc Materialize Kubernetes Helm Runtime
- Environment:MaterializeInc Materialize Buildkite CI Runtime
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:NVIDIA DALI CMake Build Environment