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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:InternLM Lmdeploy VLM Inference Pipeline
- Workflow:Helicone Helicone LLM Response Normalization
- Workflow:Avhz RustQuant Monte Carlo Option Pricing
- Workflow:TobikoData Sqlmesh Plan and apply deployment
- Workflow:Langgenius Dify Knowledge Base Management
- Workflow:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Data Ingestion
- Workflow:Tensorflow Tfjs Pretrained Model Conversion And Inference
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:Sdv dev SDV Multi table synthesis
- Workflow:Nautechsystems Nautilus trader Strategy development
Principles
- Principle:Spcl Graph of thoughts Thought Selection
- Principle:Farama Foundation Gymnasium Custom Environment Implementation
- Principle:Ucbepic Docetl Baseline Pipeline Authoring
- Principle:Hpcaitech ColossalAI Document Loading
- Principle:Eric mitchell Direct preference optimization Log Probability Extraction
- Principle:Facebookresearch Habitat lab Data Recording
- Principle:PrefectHQ Prefect Worker Configuration
- Principle:Astronomer Astronomer cosmos Container Operator Execution
- Principle:Guardrails ai Guardrails Guard Validator Composition
- Principle:Trailofbits Fickling Import Level Pickle Interception
Implementations
- Implementation:Open compass VLMEvalKit VGRPBench Skyscraper
- Implementation:BerriAI Litellm S3 Cache
- Implementation:Microsoft Agent framework Edge Condition Function Pattern
- Implementation:Truera Trulens Recording Retrieve Feedback Results
- Implementation:Intel Ipex llm DPOTrainer Usage
- Implementation:Tensorflow Tfjs GraphModel Predict
- Implementation:FlowiseAI Flowise InputSlider
- Implementation:SeleniumHQ Selenium Closure Color
- Implementation:Eventual Inc Daft DataFrame Collect
- Implementation:FMInference FlexLLMGen DeepSpeed AIO Common
Heuristics
- Heuristic:Unstructured IO Unstructured Multi Python Matrix
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Instance Norm for Multi GPU
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:PeterL1n BackgroundMattingV2 Refine Mode Selection
- Heuristic:Gretelai Gretel synthetics Gumbel Softmax NaN Retry
- Heuristic:Deepset ai Haystack Warning Deprecated TransformersSimilarityRanker
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:Microsoft Autogen Parallel Tool Call Safety
- Heuristic:BerriAI Litellm Streaming Loop Detection
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
Environments
- Environment:Kserve Kserve GPU Accelerator
- Environment:Marker Inc Korea AutoRAG Python 3 10 Runtime
- Environment:Pytorch Serve DeepSpeed Environment
- Environment:Huggingface Trl Quantization Environment
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Mage ai Mage ai Python 3 9 Runtime
- Environment:Zai org CogVideo SAT Framework Environment
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment