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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:Nightwatchjs Nightwatch Component Testing
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:Sdv dev SDV Single table synthesis
- Workflow:Langgenius Dify Visual Workflow Builder
- Workflow:MaterializeInc Materialize Upgrade Testing
- Workflow:Kornia Kornia Image Feature Matching
- Workflow:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Data Ingestion
- Workflow:Groq Groq python Chat Completion
- Workflow:Dagster io Dagster LLM Fine Tuning
- Workflow:NVIDIA DALI Object Detection Training TensorFlow
Principles
- Principle:Bentoml BentoML Model Cleanup
- Principle:Apache Dolphinscheduler RPC Retry And Error Recovery
- Principle:Datahub project Datahub Proto2DataHub Configuration
- Principle:Haifengl Smile Model Discovery
- Principle:Microsoft Onnxruntime Source Framework Training
- Principle:Openai Openai agents python RunState Serialization
- Principle:Alibaba ROLL Distillation Dataset Preparation
- Principle:Huggingface Diffusers Instance Data Collection
- Principle:Langgenius Dify Access Control
- Principle:Huggingface Optimum Sequential Block Quantization
Implementations
- Implementation:Webdriverio Webdriverio Browser Runner Render
- Implementation:Mage ai Mage ai Custom Spark Configuration
- Implementation:DistrictDataLabs Yellowbrick DecisionBoundariesVisualizer
- Implementation:Microsoft Playwright FrameSelectors
- Implementation:Kserve Kserve LLM Scheduler Config
- Implementation:SeleniumHQ Selenium PageFactory InitElements
- Implementation:Promptfoo Promptfoo Remote Grading
- Implementation:Junyanz Pytorch CycleGAN and pix2pix Combine A and B
- Implementation:Facebookresearch Habitat lab Config dataclass pattern
- Implementation:Scikit learn Scikit learn DictionaryLearning
Heuristics
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
- Heuristic:Marker Inc Korea AutoRAG Empty Result Fallback
- Heuristic:Triton inference server Server Server Default Configuration
- Heuristic:Microsoft LoRA LoRA Rank Selection
- Heuristic:Langchain ai Langchain Warning Deprecated AnthropicLLM
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
- Heuristic:Mit han lab Llm awq GPU Memory Management Patterns
- Heuristic:Haifengl Smile BFGS Convergence Tuning
- Heuristic:FlowiseAI Flowise Heap Memory Configuration
- Heuristic:Deepspeedai DeepSpeed Sequence Parallel PyTorch Version
Environments
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:Tensorflow Serving Python Client Environment
- Environment:Run llama Llama index Python LlamaIndex Core
- Environment:Eric mitchell Direct preference optimization HuggingFace Transformers
- Environment:Apache Airflow Database Backend Environment
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Apache Airflow Docker Container Environment
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Alibaba ROLL vLLM Inference Environment