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1,118
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:Openai Evals Building a custom eval
- Workflow:Googleapis Python genai Multimodal Content Generation
- Workflow:Lance format Lance Version Management
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:Apache Paimon Data Ingestion With Ray Sink
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:Ggml org Llama cpp Text Generation
- Workflow:Sail sg LongSpec Long Context Evaluation
- Workflow:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:Ray project Ray Serve Deployment
Principles
- Principle:Tensorflow Serving Type Safe Erasure
- Principle:Iamhankai Forest of Thought Expression Validation
- Principle:FlowiseAI Flowise Theme Configuration
- Principle:Iterative Dvc Transfer Target Collection
- Principle:Unstructured IO Unstructured File Type Detection
- Principle:Iamhankai Forest of Thought Argument Parsing
- Principle:OpenBMB UltraFeedback Completion Data Loading
- Principle:Isaac sim IsaacGymEnvs Dexterous Manipulation Task Design
- Principle:DataTalksClub Data engineering zoomcamp Structured Stream Processing
- Principle:Huggingface Diffusers Instance Data Collection
Implementations
- Implementation:PrefectHQ Prefect Pydantic AI Agent Setup
- Implementation:EvolvingLMMs Lab Lmms eval ConfigurableTask Init
- Implementation:NVIDIA NeMo Curator NSFWScorer
- Implementation:Ggml org Llama cpp Adapter Header
- Implementation:OpenGVLab InternVL InternViT 6B Model
- Implementation:Neuml Txtai Embeddings Init
- Implementation:Ollama Ollama Convert GlmOcr
- Implementation:Nautechsystems Nautilus trader ParquetDataCatalog Query
- Implementation:Guardrails ai Guardrails Examples TOC
- Implementation:Ucbepic Docetl LeaseContractExplorer
Heuristics
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
- Heuristic:Confident ai Deepeval Async Concurrency Tuning
- Heuristic:Huggingface Optimum Dummy Input Shape Defaults
- Heuristic:Fede1024 Rust rdkafka Producer Flush Before Drop
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:Apache Airflow DAG Complexity Reduction
- Heuristic:Ucbepic Docetl Optimizer Sample Sizes
- Heuristic:Mage ai Mage ai Record Deduplication Before Batch Export
Environments
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:Sgl project Sglang Python Dependencies
- Environment:Junyanz Pytorch CycleGAN and pix2pix Python PyTorch Runtime
- Environment:OWASP Www project top 10 for large language model applications Pydantic Invoice Agent Runtime
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Iterative Dvc Remote Storage Backends
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Ray project Ray Docker GPU Environment