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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:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:Webdriverio Webdriverio Cucumber BDD Testing
- Workflow:OpenBMB UltraFeedback Dataset Construction
- Workflow:Cohere ai Cohere python Semantic Search With Rerank
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:Confident ai Deepeval End to End LLM Evaluation
- Workflow:Gretelai Gretel synthetics ACTGAN Tabular Synthesis
- Workflow:Huggingface Open r1 Model Evaluation
- Workflow:FlagOpen FlagEmbedding Reranker Inference
- Workflow:Lucidrains X transformers Encoder Decoder Sequence to Sequence
Principles
- Principle:Alibaba ROLL DPO Validation
- Principle:Mlfoundations Open flamingo FSDP Model Wrapping
- Principle:Pola rs Polars DataFrame Output Conversion
- Principle:Datahub project Datahub Batch Ingestion Execution
- Principle:Microsoft Playwright Test Execution and Reporting
- Principle:FMInference FlexLLMGen Model Configuration Resolution
- Principle:Treeverse LakeFS Import Source Preparation
- Principle:CarperAI Trlx SFT Configuration
- Principle:Astronomer Astronomer cosmos DAG Rendering
- Principle:Shiyu coder Kronos Prediction Result Persistence
Implementations
- Implementation:Microsoft Onnxruntime TrainingUtil Declarations
- Implementation:Hpcaitech ColossalAI Booster
- Implementation:Kserve Kserve Triton Runtime
- Implementation:Apache Dolphinscheduler ITaskExecutorEventListener Callbacks
- Implementation:Ggml org Llama cpp Mtmd Helper
- Implementation:Vespa engine Vespa DocumentScript RemoveSpanTree
- Implementation:PacktPublishing LLM Engineers Handbook CleaningDispatcher Dispatch
- Implementation:Sgl project Sglang GGUF Quantization
- Implementation:Open compass VLMEvalKit MME Reasoning
- Implementation:FlowiseAI Flowise MainLayout
Heuristics
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:Alibaba ROLL PPO Clipping Defaults
- Heuristic:Bitsandbytes foundation Bitsandbytes Compressed Statistics Double Quantization
- Heuristic:Liu00222 Open Prompt Injection Attack Effectiveness Hierarchy
- Heuristic:LaurentMazare Tch rs MPS Weight Loading Workaround
- Heuristic:Protectai Llm guard Lazy Scanner Loading
- Heuristic:Microsoft Agent framework Typed Agent Options Pattern
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:Bentoml BentoML Worker Count Strategy
- Heuristic:Openai Evals Event Batching Configuration
Environments
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Tensorflow Serving Kubernetes Deployment Environment
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:Sgl project Sglang CUDA Runtime
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Fastai Fastbook Jupyter Notebook Environment
- Environment:Gretelai Gretel synthetics Python Base Environment
- Environment:Huggingface Diffusers PyTorch CUDA Runtime
- Environment:Tensorflow Serving Docker Runtime Environment