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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:DevExpress Testcafe Basic Test Authoring
- Workflow:Lance format Lance Dataset Lifecycle
- Workflow:Mistralai Client python Finetuning Job Management
- Workflow:Sgl project Sglang Offline Batch Inference
- Workflow:Unstructured IO Unstructured Document Partitioning
- Workflow:AUTOMATIC1111 Stable diffusion webui Image to image generation
- Workflow:Treeverse LakeFS External Data Import
- Workflow:Apache Airflow Provider Distribution Development
- Workflow:Volcengine Verl GRPO Training Pipeline
- Workflow:OpenHands OpenHands Third Party Runtime Integration
Principles
- Principle:Sktime Pytorch forecasting Synthetic Data Generation
- Principle:Pyro ppl Pyro Plated Einsum
- Principle:Sdv dev SDV DayZ Single Table Parameter Detection
- Principle:Alibaba ROLL PyTorch Checkpoint Patches
- Principle:Ggml org Ggml Vision Model Loading
- Principle:Fede1024 Rust rdkafka Crate Public API Surface
- Principle:Bitsandbytes foundation Bitsandbytes FP8 Simulated Quantization Matmul
- Principle:Langchain ai Langgraph SDK Error Handling
- Principle:OWASP Www project top 10 for large language model applications Assessment Report Generation
- Principle:Heibaiying BigData Notes Hive View and Table Management
Implementations
- Implementation:Alibaba ROLL RolloutScheduler Get Batch
- Implementation:Tensorflow Serving servable id h
- Implementation:Online ml River Base MultiOutput
- Implementation:Microsoft Onnxruntime Convert Sklearn
- Implementation:Truera Trulens Recording Retrieve Feedback Results
- Implementation:Googleapis Python genai Common Utilities
- Implementation:Risingwavelabs Risingwave EsSinkConfig
- Implementation:Recommenders team Recommenders DKN Item2Item Iterator
- Implementation:Arize ai Phoenix Prompts Get
- Implementation:Vllm project Vllm Broadcast Load Epilogue Array C3X
Heuristics
- Heuristic:ContextualAI HALOs Humanline Clamping
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:OpenGVLab InternVL Gradient Checkpointing Memory
- Heuristic:Sktime Pytorch forecasting Early Stopping Patience
- Heuristic:Nautechsystems Nautilus trader Strategy On Start Initialization
- Heuristic:BerriAI Litellm Streaming Loop Detection
- Heuristic:Openai Openai agents python Default Max Turns Safety Limit
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:Openai Openai agents python GPT 5 Reasoning Settings
- Heuristic:LLMBook zh LLMBook zh github io Greedy Decoding Temperature Zero
Environments
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:Huggingface Open r1 vLLM Server
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:HKUDS AI Trader Browser Runtime
- Environment:Sgl project Sglang CPU Runtime
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:Diagram of thought Diagram of thought LLM API
- Environment:Bentoml BentoML Python Runtime