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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:Microsoft Playwright Browser automation CLI
- Workflow:Puppeteer Puppeteer PDF Generation
- Workflow:Deepspeedai DeepSpeed Inference Engine Optimization
- Workflow:Ggml org Llama cpp Model Quantization
- Workflow:Mistralai Client python Streaming Chat Completion
- Workflow:ContextualAI HALOs Online Iterative Alignment
- Workflow:Promptfoo Promptfoo LLM Evaluation
- Workflow:NVIDIA DALI Custom Operator Development
- Workflow:Teamcapybara Capybara Element Finding And Interaction
- Workflow:Dotnet Machinelearning AutoML Experiment
Principles
- Principle:Unstructured IO Unstructured Embedding Provider Interface
- Principle:Ollama Ollama Model Alias Resolution
- Principle:Huggingface Transformers Benchmark Statistics
- Principle:Webdriverio Webdriverio MonadPattern
- Principle:Pyro ppl Pyro Posterior Predictive Analysis
- Principle:Cypress io Cypress Development Server
- Principle:OpenRLHF OpenRLHF Preference Dataset Construction
- Principle:Zai org CogVideo Flow Refinement
- Principle:Speechbrain Speechbrain Dynamic Mixing Augmentation
- Principle:Langgenius Dify Backend CLI
Implementations
- Implementation:Apache Hudi ClusteringCommitSink DoCommit
- Implementation:Interpretml Interpret Feature Bin Metadata
- Implementation:NVIDIA TransformerEngine RMSNorm API
- Implementation:Lm sys FastChat Summarize Cluster
- Implementation:Apache Dolphinscheduler AbstractDataSourceProcessor Extension
- Implementation:Pola rs Polars Fold and Horizontal Ops
- Implementation:OWASP Www project top 10 for large language model applications ReadmeGenerator Main
- Implementation:TobikoData Sqlmesh Additional Components
- Implementation:Langfuse Langfuse Traces UI Table Service
- Implementation:ClickHouse ClickHouse Poco WebSocketImpl
Heuristics
- Heuristic:Getgauge Taiko Browser Launch Flags
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:ChenghaoMou Text dedup SimHash Optimization Ceiling
- Heuristic:Kserve Kserve Prefix Cache Consistency
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:Marker Inc Korea AutoRAG Deterministic Evaluation Generation
- Heuristic:Protectai Llm guard Lazy Scanner Loading
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
Environments
- Environment:Mlc ai Web llm Node Build Toolchain
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:Dagster io Dagster PostgreSQL Storage
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies