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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:Getgauge Taiko Network Request Interception
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:Unstructured IO Unstructured Performance Profiling
- Workflow:Openai Openai python Image Generation
- Workflow:Bitsandbytes foundation Bitsandbytes 4bit QLoRA Inference
- Workflow:DistrictDataLabs Yellowbrick Cluster Analysis
- Workflow:OpenBMB UltraFeedback Completion Generation
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:LLMBook zh LLMBook zh github io Inference and Quantization
- Workflow:Apache Dolphinscheduler Datasource Plugin Development
Principles
- Principle:Huggingface Datatrove URL Filtering
- Principle:Intel Ipex llm LoRA Adapter Injection
- Principle:Allenai Open instruct Distributed Policy Training
- Principle:Huggingface Open r1 Environment Setup
- Principle:AUTOMATIC1111 Stable diffusion webui Application Lifecycle
- Principle:Apache Paimon Batch Data Writing
- Principle:Iterative Dvc Vega Lite Template Application
- Principle:Promptfoo Promptfoo Vulnerability Grading
- Principle:DataTalksClub Data engineering zoomcamp Kestra Infrastructure Setup
- Principle:OpenRLHF OpenRLHF Sequence Regression Model Loading
Implementations
- Implementation:Apache Airflow ListenerManager Hooks
- Implementation:Astronomer Astronomer cosmos DbtKubernetesOperator Execute
- Implementation:AUTOMATIC1111 Stable diffusion webui UI Builder
- Implementation:Run llama Llama index BaseSelector
- Implementation:Apache Paimon ConfigOptionsDocGenerator
- Implementation:Ggml org Ggml Cpu powerpc quants
- Implementation:Iterative Dvc Database
- Implementation:Puppeteer Puppeteer PSelectorParser
- Implementation:Nightwatchjs Nightwatch Globals Type Definitions
- Implementation:BerriAI Litellm Safe JSON Dumps
Heuristics
- Heuristic:Apache Dolphinscheduler Gzip Compression Threshold
- Heuristic:Openai CLIP L2 Normalization For Cosine Similarity
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:CrewAIInc CrewAI Context Window Management
- Heuristic:Langfuse Langfuse ClickHouse FINAL Skip Optimization
- Heuristic:Mlc ai Web llm Low Resource Model Selection
- Heuristic:Datahub project Datahub Gradle Task Only
- Heuristic:PeterL1n BackgroundMattingV2 Refine Mode Selection
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:Arize ai Phoenix AIMD Concurrency Control
Environments
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:ChenghaoMou Text dedup Suffix Array External Tools
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:Pyro ppl Pyro Python PyTorch Core
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Mlc ai Mlc llm OpenCL Android Environment
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:CarperAI Trlx NeMo Megatron
- Environment:MarketSquare Robotframework browser CI GitHub Actions
- Environment:Infiniflow Ragflow Data Source Credentials