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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:Microsoft Playwright API testing
- Workflow:Roboflow Rf detr Custom Dataset Finetuning
- Workflow:Huggingface Datasets Format Conversion
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:NVIDIA DALI Object Detection Training TensorFlow
- Workflow:SeleniumHQ Selenium Contributor Development Workflow
- Workflow:Kubeflow Kubeflow Release Management
- Workflow:Neuml Txtai Semantic Search
- Workflow:VainF Torch Pruning CNN Pruning
- Workflow:Vibrantlabsai Ragas Testset Generation
Principles
- Principle:SqueezeAILab ETS ILP Node Selection
- Principle:Togethercomputer Together python Dataset Validation
- Principle:Duckdb Duckdb Approximate Distinct Counting
- Principle:Predibase Lorax Container Environment Setup
- Principle:Langgenius Dify PluginArchitecture
- Principle:Avdvg InjectGuard Similarity Search Detection
- Principle:Dagster io Dagster Run Configuration
- Principle:Lucidrains X transformers DPO Wrapper Setup
- Principle:Bitsandbytes foundation Bitsandbytes Blockwise Quantization
- Principle:Langfuse Langfuse LLM Completion for Evaluation
Implementations
- Implementation:Huggingface Alignment handbook Get Model
- Implementation:Microsoft DeepSpeedExamples BERT Checkpoint Conversion
- Implementation:Infiniflow Ragflow DialogService Save
- Implementation:Apache Flink RecordEvaluator
- Implementation:ArroyoSystems Arroyo Table Manager Checkpoint
- Implementation:Googleapis Python genai Interactions Resource
- Implementation:Lucidrains X transformers DPO Policy Model Evaluation
- Implementation:Ggml org Llama cpp Memory Hybrid ISWA
- Implementation:Alibaba MNN RapidJSON Schema
- Implementation:Apache Airflow OtelTrace
Heuristics
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
- Heuristic:Iamhankai Forest of Thought Early Stop Majority Vote
- Heuristic:OpenGVLab InternVL Multi GPU ViT Device Mapping
- Heuristic:CARLA simulator Carla Walker Spawn Vertical Offset
- Heuristic:Eventual Inc Daft Runner Selection Guide
- Heuristic:Ucbepic Docetl Rate Limit Exponential Backoff
- Heuristic:OpenBMB UltraFeedback Score 10 Anomaly Correction
- Heuristic:Apache Druid Explore Compare Query Strategy
- Heuristic:Testtimescaling Testtimescaling github io Skip CI Commit Tag
- Heuristic:Marker Inc Korea AutoRAG Empty Result Fallback
Environments
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend
- Environment:Pytorch Serve vLLM Engine Environment
- Environment:Groq Groq python Python Groq SDK
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:Mlfoundations Open flamingo Evaluation Dependencies