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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:FlowiseAI Flowise Chatflow Creation
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Guardrails ai Guardrails Structured Data Generation
- Workflow:Neuml Txtai Agent Execution
- Workflow:Googleapis Python genai Function Calling and Tools
- Workflow:Langfuse Langfuse Trace ingestion pipeline
- Workflow:Apache Druid Visual Data Exploration
- Workflow:Vespa engine Vespa Document indexing pipeline
- Workflow:HKUDS AI Trader Agent Decision Loop
Principles
- Principle:Bentoml BentoML Service Architecture Design
- Principle:Helicone Helicone Application Services
- Principle:Lance format Lance Vector Search Filtering
- Principle:Datajuicer Data juicer Distributed Dependency Setup
- Principle:Guardrails ai Guardrails Structured Output Strategy
- Principle:Onnx Onnx Result Validation
- Principle:Langgenius Dify Pipeline Template Selection
- Principle:CrewAIInc CrewAI Built In Tool Selection
- Principle:Mistralai Client python Finetuning Job Monitoring
- Principle:Eventual Inc Daft Row Counting
Implementations
- Implementation:Confident ai Deepeval Golden
- Implementation:Apache Airflow Root Pre Commit Config
- Implementation:Ggml org Llama cpp Chat Parser Xml Toolcall
- Implementation:Apache Spark Python Run Tests
- Implementation:NVIDIA TransformerEngine PyTorch Baseline Model
- Implementation:CARLA simulator Carla Road Interface
- Implementation:NVIDIA TransformerEngine MXFP8 Storage
- Implementation:Run llama Llama index TransformRetriever
- Implementation:Explodinggradients Ragas CacheInterface And DiskCacheBackend
- Implementation:Iterative Dvc Repo Ls
Heuristics
- Heuristic:Facebookresearch Audiocraft Audio Normalization Strategies
- Heuristic:Huggingface Peft LoRA Initialization Strategy Selection
- Heuristic:Google research Deduplicate text datasets Parallel Job Scaling By Data Size
- Heuristic:Mlfoundations Open flamingo Hungarian MMC4 Image Text Matching
- Heuristic:SeleniumHQ Selenium Cross Binding Consistency Check
- Heuristic:Scikit learn Scikit learn Feature Scaling Numerical Stability
- Heuristic:Unslothai Unsloth Gradient Accumulation Accuracy
- Heuristic:Apache Hudi Compaction Scheduling Safety
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
Environments
- Environment:Marker Inc Korea AutoRAG Japanese NLP Dependencies
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Sgl project Sglang ROCm
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Ray project Ray Java Build Environment
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment