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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:Iterative Dvc Data Tracking
- Workflow:Mlfoundations Open flamingo Data Preparation
- Workflow:CrewAIInc CrewAI Knowledge RAG Pipeline
- Workflow:Teamcapybara Capybara Element Finding And Interaction
- Workflow:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:Openai CLIP Zero shot image classification
- Workflow:Openai Openai agents python Basic Agent Execution
- Workflow:Triton inference server Server Custom Container Build
- Workflow:Langchain ai Langchain Chat Model Invocation
- Workflow:Treeverse LakeFS External Data Import
Principles
- Principle:EvolvingLMMs Lab Lmms eval TUI Web Interface
- Principle:Gretelai Gretel synthetics DGAN Configuration
- Principle:Treeverse LakeFS Action Script Upload
- Principle:Lm sys FastChat Arena Usage Statistics
- Principle:Apache Hudi Compaction Need Assessment
- Principle:Nautechsystems Nautilus trader Historical Data Wrangling
- Principle:Triton inference server Server Sequence Batching Testing
- Principle:Apache Dolphinscheduler Frontend Build Configuration
- Principle:Snorkel team Snorkel Slice Aware Classification
- Principle:Infiniflow Ragflow Chunking Method Configuration
Implementations
- Implementation:Microsoft Playwright CssParser
- Implementation:Bentoml BentoML Nerdctl Backend
- Implementation:Huggingface Trl PPOTrainer Save Generate
- Implementation:Duckdb Duckdb Zstd Compressor
- Implementation:Interpretml Interpret Synthetic Dataset Generation
- Implementation:Predibase Lorax Metadata Kernels
- Implementation:Spcl Graph of thoughts Prompter ABC
- Implementation:Langchain ai Langchain SandboxTests
- Implementation:OpenBMB UltraFeedback World Knowledge Template Substitution
- Implementation:Interpretml Interpret Merge Ebms
Heuristics
- Heuristic:Trailofbits Fickling Severity Threshold Selection
- Heuristic:OWASP Www project top 10 for large language model applications Vulnerability Entry Structure Guide
- Heuristic:Spcl Graph of thoughts Backoff Retry On API Errors
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix CuDNN Benchmark Scale Width
- Heuristic:DataExpert io Data engineer handbook Watermark Late Arrival Tolerance
- Heuristic:Arize ai Phoenix Warning Deprecated VertexAIModel
- Heuristic:Lucidrains X transformers MaskGIT Generation Tuning
- Heuristic:Lance format Lance Encoding Compression Thresholds
- Heuristic:Mlc ai Mlc llm BLAS Dispatch Decision
Environments
- Environment:Huggingface Datasets Image Dependencies
- Environment:HKUDS AI Trader Browser Runtime
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:Interpretml Interpret Native Libebm Environment
- Environment:Openai Evals OpenAI API Configuration
- Environment:Alibaba ROLL CUDA GPU Environment
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:Ucbepic Docetl Python Runtime