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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:Scikit learn contrib Imbalanced learn Ensemble Imbalanced Classification
- Workflow:Microsoft Playwright AI agent driven testing
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:Lance format Lance Table Optimization
- Workflow:Huggingface Transformers Model Quantization
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:Deepset ai Haystack RAG Pipeline
- Workflow:Pyro ppl Pyro SVI Training
- Workflow:Onnx Onnx Reference Evaluation
- Workflow:Wandb Weave Tracing Setup
Principles
- Principle:Apache Dolphinscheduler Plugin Module Structure
- Principle:Ggml org Ggml WebGPU Computation
- Principle:AUTOMATIC1111 Stable diffusion webui Checkpoint model selection
- Principle:Run llama Llama index Finetuned Embedding Loading
- Principle:Nightwatchjs Nightwatch Test Execution
- Principle:Mlc ai Web llm Grammar Constrained Decoding
- Principle:Allenai Open instruct GRPO Checkpointing
- Principle:Triton inference server Server Performance Analysis
- Principle:Nautechsystems Nautilus trader Catalog Data Writing
- Principle:VainF Torch Pruning LLM Config Update
Implementations
- Implementation:Apache Kafka CoordinatorRuntime ScheduleWriteOperation
- Implementation:Pyro ppl Pyro Trace MMD
- Implementation:LMCache LMCache Load Engine Config With Overrides
- Implementation:OpenGVLab InternVL Phi3Config
- Implementation:Datajuicer Data juicer DJ MCP Recipe Flow
- Implementation:Microsoft Semantic kernel AgentMigration OpenAPI Spec
- Implementation:LaurentMazare Tch rs Tensor Iter
- Implementation:Alibaba MNN RapidJSON Regex
- Implementation:SeleniumHQ Selenium Closure UI ToolbarFactory
- Implementation:Sdv dev SDV Get Cardinality Plot
Heuristics
- Heuristic:Kserve Kserve Prefix Cache Consistency
- Heuristic:Apache Beam GC Thrashing Detection
- Heuristic:Langchain ai Langgraph Recursion Limit Tuning
- Heuristic:Truera Trulens Feedback Score Thresholds
- Heuristic:Mlfoundations Open flamingo Loss Masking Strategy
- Heuristic:Bitsandbytes foundation Bitsandbytes Blocksize Platform Defaults
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:Microsoft DeepSpeedExamples LoRA Learning Rate Scaling
- Heuristic:AnswerDotAI RAGatouille Searcher Configuration By Collection Size
- Heuristic:Ggml org Ggml Quantization Type Selection
Environments
- Environment:Cleanlab Cleanlab Image Quality Dependencies
- Environment:Sgl project Sglang ROCm
- Environment:CARLA simulator Carla Build From Source Requirements
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:MaterializeInc Materialize Buildkite CI Runtime
- Environment:Wandb Weave Trace Server Infrastructure
- Environment:Huggingface Open r1 vLLM Server
- Environment:Tencent Ncnn Build Environment
- Environment:Iterative Dvc Remote Storage Backends