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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:Intel Ipex llm vLLM Serving
- Workflow:Mlc ai Web llm Text Embeddings And RAG
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Huggingface Transformers Model Benchmarking
- Workflow:OpenHands OpenHands Organization Onboarding
- Workflow:Hiyouga LLaMA Factory DPO Preference Alignment
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:Tensorflow Serving Model Export And Serving
- Workflow:Vespa engine Vespa Logging framework initialization
- Workflow:Run llama Llama index Embedding Finetuning
Principles
- Principle:Ggml org Llama cpp ModelLoading
- Principle:AUTOMATIC1111 Stable diffusion webui Image preprocessing and latent encoding
- Principle:OpenRLHF OpenRLHF Iterative DPO
- Principle:Spcl Graph of thoughts Sorting Response Parsing
- Principle:Google deepmind Dm control Terrain Arena Building
- Principle:Langchain ai Langgraph Cache Backend Selection
- Principle:Kubeflow Kubeflow Component Deployment
- Principle:Webdriverio Webdriverio PluginSystem
- Principle:Microsoft Autogen Hierarchical Agent Composition
- Principle:Intel Ipex llm XPU Environment Setup
Implementations
- Implementation:Mlflow Mlflow Trace Decorator
- Implementation:Getgauge Taiko ScrollTo
- Implementation:ArroyoSystems Arroyo Kafka Sink
- Implementation:DevExpress Testcafe BrowserProvider
- Implementation:Apache Flink HybridSource Builder
- Implementation:Datajuicer Data juicer Quality Classifier Train
- Implementation:Lance format Lance Java UpdateOp
- Implementation:Deepseek ai Janus Noise Initialization
- Implementation:NVIDIA NeMo Curator ImageFilterBase
- Implementation:Vllm project Vllm CPU Attn NEON
Heuristics
- Heuristic:Deepset ai Haystack Pipeline Deep Copy Safety
- Heuristic:Farama Foundation Gymnasium Action Space Normalization Tip
- Heuristic:Ggml org Ggml Quantization Type Selection
- Heuristic:Pola rs Polars Streaming For Large Datasets
- Heuristic:Sgl project Sglang Schedule Conservativeness Tuning
- Heuristic:Microsoft DeepSpeedExamples SuperOffload NUMA Binding
- Heuristic:Microsoft Onnxruntime Convergence Debugging Tips
- Heuristic:Vespa engine Vespa Document Batch Processing Strategy
- Heuristic:Openclaw Openclaw Plugin Dependency Gotchas
- Heuristic:Farama Foundation Gymnasium Sync Vs Async VectorEnv Selection
Environments
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:Openai Openai node Node 20 Runtime
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Tensorflow Serving Kubernetes Deployment Environment
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Openai Openai python Azure OpenAI
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Vllm project Vllm Intel XPU