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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:Kubeflow Kubeflow Platform Deployment
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
- Workflow:Infiniflow Ragflow Docker Deployment
- Workflow:Groq Groq python Batch Processing
- Workflow:Anthropics Anthropic sdk python Cloud Provider Deployment
- Workflow:NVIDIA TransformerEngine Comm GEMM Overlap Training
- Workflow:Googleapis Python genai Context Caching
- Workflow:Deepset ai Haystack Document Indexing Pipeline
- Workflow:PeterL1n BackgroundMattingV2 Image matting inference
- Workflow:Triton inference server Server Quickstart Model Deployment
Principles
- Principle:Zai org CogVideo Video Frame Extraction
- Principle:Apache Hudi Query Type Definition
- Principle:Duckdb Duckdb Regression Analysis And Reporting
- Principle:Langgenius Dify URLDrivenState
- Principle:NVIDIA NeMo Aligner SteerLM Training
- Principle:AUTOMATIC1111 Stable diffusion webui LDSR Upscaler
- Principle:Wandb Weave Call Retrieval
- Principle:Kornia Kornia Gradient Edge Detection
- Principle:Pyro ppl Pyro Heavy Tailed Distributions
- Principle:TA Lib Ta lib python Pattern Scanning
Implementations
- Implementation:Marker Inc Korea AutoRAG Dontknow Filter Rule Based
- Implementation:Apache Airflow CustomBuild Hatch Plugin
- Implementation:Openai Evals CompletionFnSpec Registration
- Implementation:Huggingface Datasets Load Dataset For Verification
- Implementation:Ucbepic Docetl DSLRunner Load Run Save For Baseline
- Implementation:Puppeteer Puppeteer Disposable
- Implementation:Datahub project Datahub AspectCache
- Implementation:NVIDIA DALI Pipeline Run Validation
- Implementation:VainF Torch Pruning BasePruner
- Implementation:Datajuicer Data juicer DataValidator
Heuristics
- Heuristic:Fede1024 Rust rdkafka Commit Mode Sync Vs Async
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
- Heuristic:Hpcaitech ColossalAI Warning Deprecated Ray Detached PPO
- Heuristic:Liu00222 Open Prompt Injection Defense Strategy Selection
- Heuristic:Rapidsai Cuml Float64 Kernel Stability
- Heuristic:Ucbepic Docetl Validation Retry Strategy
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
- Heuristic:Wandb Weave Retry And Error Handling
- Heuristic:Datahub project Datahub Spark Databricks Coalescing
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
Environments
- Environment:Lance format Lance Python Environment
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Vllm project Vllm Benchmarks
- Environment:Huggingface Datasets PyTorch Integration
- Environment:Axolotl ai cloud Axolotl CUDA GPU
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:OpenBMB UltraFeedback OpenAI API Environment
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Cohere ai Cohere python Cohere API Credentials
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime