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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:Cypress io Cypress Component Test Execution
- Workflow:Vibrantlabsai Ragas Experiment Driven Development
- Workflow:Bentoml BentoML BentoCloud Deployment
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:Vllm project Vllm Vision Language Inference
- Workflow:Ggml org Llama cpp OpenAI Compatible Server
- Workflow:DevExpress Testcafe Basic Test Authoring
- Workflow:Truera Trulens RAG With Guardrails
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:Alibaba MNN LLM Deployment Pipeline
Principles
- Principle:Promptfoo Promptfoo CLI Utilities
- Principle:Ggml org Llama cpp Sampling
- Principle:OpenGVLab InternVL Image Transform Pipeline
- Principle:Wandb Weave Client Initialization
- Principle:OpenHands OpenHands Sandbox Command Execution
- Principle:Spcl Graph of thoughts Document Merging Response Parsing
- Principle:Obss Sahi Prediction Merging
- Principle:Mlc ai Web llm Extension Client Engine
- Principle:Liu00222 Open Prompt Injection Conditional Probability Computation
- Principle:Deepspeedai DeepSpeed AutoTP Engine Init
Implementations
- Implementation:Apache Shardingsphere VersionPersistService SwitchActiveVersion
- Implementation:Microsoft Onnxruntime CUDA ClipGradNorm
- Implementation:Protectai Llm guard TokenLimit
- Implementation:Avhz RustQuant Quote
- Implementation:Confident ai Deepeval KeyFileHandler
- Implementation:Ggml org Ggml Metal impl
- Implementation:LLMBook zh LLMBook zh github io PTDataset
- Implementation:Astronomer Astronomer cosmos SqlServerUserPasswordProfileMapping
- Implementation:Mage ai Mage ai Package Setup
- Implementation:Huggingface Transformers Add Dates
Heuristics
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:Sktime Pytorch forecasting Gradient Clipping Value
- Heuristic:Allenai Open instruct NCCL CUMEM Disable
- Heuristic:Microsoft LoRA Warning Deprecated Legacy Examples
- Heuristic:Mlflow Mlflow Batch Logging Size Limits
- Heuristic:Haotian liu LLaVA Gradient Checkpointing Memory Optimization
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:FlagOpen FlagEmbedding Same Dataset Batching Tip
- Heuristic:Anthropics Anthropic sdk python Adaptive Thinking Over Enabled
- Heuristic:NVIDIA NeMo Aligner DPO Sequence Packing Tips
Environments
- Environment:Intel Ipex llm Portable Environment
- Environment:Vllm project Vllm Environment Variables
- Environment:Ollama Ollama CGo Runtime
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:Spcl Graph of thoughts Python 3 8 Runtime
- Environment:Microsoft Agent framework API Credentials
- Environment:Openai Openai node WebSocket Dependency
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:Sail sg LongSpec Training Environment
- Environment:Unstructured IO Unstructured Libmagic