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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:Haifengl Smile Model Serving Pipeline
- Workflow:Sgl project Sglang Structured Output Generation
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:Vibrantlabsai Ragas Experiment Driven Development
- Workflow:Truera Trulens RAG Evaluation With LangChain
- Workflow:Turboderp org Exllamav2 Text Generation
- Workflow:Ollama Ollama OpenAI API Compatibility
- Workflow:Online ml River Online Clustering
- Workflow:Microsoft Agent framework Multi Agent Concurrent Orchestration
- Workflow:Apache Spark Building and Testing
Principles
- Principle:Ollama Ollama Token Sampling
- Principle:ARISE Initiative Robosuite Gripper Testing
- Principle:Arize ai Phoenix Prompt Retrieval
- Principle:Iterative Dvc Local Remote State Comparison
- Principle:Ucbepic Docetl Chunk Result Reduction
- Principle:Protectai Modelscan Issue Severity Classification
- Principle:Nautechsystems Nautilus trader Portfolio Analysis
- Principle:Googleapis Python genai Response Processing
- Principle:FMInference FlexLLMGen Model Weight Downloading
- Principle:Mlfoundations Open flamingo Benchmark Dataset Loading
Implementations
- Implementation:NVIDIA NeMo Aligner Anneal SDXL
- Implementation:Avhz RustQuant Interpolator Trait
- Implementation:Microsoft Playwright BidiPdf
- Implementation:Nautechsystems Nautilus trader BacktestEngine Add Venue
- Implementation:CrewAIInc CrewAI Serply News Search Tool
- Implementation:FlowiseAI Flowise CreateDocumentStore
- Implementation:Mage ai Mage ai GitHub Issue Events Schema
- Implementation:NVIDIA DALI YOLOv4 Model
- Implementation:Tensorflow Tfjs GraphModel Predict
- Implementation:NVIDIA DALI TensorShape Tests
Heuristics
- Heuristic:Bitsandbytes foundation Bitsandbytes Compute Dtype Mismatch Warning
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
- Heuristic:Danijar Dreamerv3 XLA GPU Optimization Flags
- Heuristic:ClickHouse ClickHouse Debug Build Tips
- Heuristic:Openclaw Openclaw Warning Suppression For Known Deprecations
- Heuristic:Zai org CogVideo BF16 FP16 Precision Selection
- Heuristic:Explodinggradients Ragas LLM Temperature Defaults
- Heuristic:Mage ai Mage ai Parallel Sink Concurrency Limit
- Heuristic:Haotian liu LLaVA Tokenizer Version Offset Correction
- Heuristic:Google deepmind Dm control Physics Timestep Configuration
Environments
- Environment:Princeton nlp Tree of thought llm Python OpenAI
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:Rapidsai Cuml CUDA GPU
- Environment:Sgl project Sglang Kubernetes
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:Mlc ai Mlc llm CUDA GPU Environment
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment