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1,118
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:Neuml Txtai Semantic Search
- Workflow:Openai Openai python Fine Tuning Job Management
- Workflow:Groq Groq python Streaming Chat Completion
- Workflow:Datahub project Datahub Java SDK Metadata Emission
- Workflow:Ggml org Llama cpp Text Generation
- Workflow:Wandb Weave SDK Release
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:Sdv dev SDV Constrained synthesis
- Workflow:Zai org CogVideo Video Captioning
Principles
- Principle:CARLA simulator Carla Traffic Manager Initialization
- Principle:Kubeflow Pipelines Pipeline Composition
- Principle:Webdriverio Webdriverio Session Management
- Principle:ClickHouse ClickHouse DNS Resolution
- Principle:Norrrrrrr lyn WAInjectBench LoRA Adapter Injection
- Principle:Vllm project Vllm Server Metrics Monitoring
- Principle:Open compass VLMEvalKit Model Validation
- Principle:Apache Paimon Multi Batch Data Writing
- Principle:DevExpress Testcafe Browser Connection Lifecycle
- Principle:Infiniflow Ragflow File Management
Implementations
- Implementation:SeleniumHQ Selenium CdpClientGenerator
- Implementation:Avhz RustQuant FractionalCIR
- Implementation:Langchain ai Langgraph Pregel Debug
- Implementation:Lance format Lance IndexCaches
- Implementation:Explodinggradients Ragas MkDocs Configuration
- Implementation:Cleanlab Cleanlab OD Visualize
- Implementation:ARISE Initiative Robosuite OperationalSpaceController
- Implementation:BerriAI Litellm Secret Detection
- Implementation:Mistralai Client python JSONL Data Format
- Implementation:SeleniumHQ Selenium Bootstrap Main Entry
Heuristics
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:Trailofbits Fickling Severity Threshold Selection
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:Allenai Open instruct Gradient Clipping Norm
- Heuristic:Bentoml BentoML Adaptive Batching Tuning
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Image Size Multiple of Four
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:Deepset ai Haystack Warning Deprecated TransformersSimilarityRanker
- Heuristic:Openai Openai node Browser Safety Guard
Environments
- Environment:Mlc ai Mlc llm TVM Runtime Environment
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:NVIDIA NeMo Curator Video Codec Stack
- Environment:Vllm project Vllm Environment Variables
- Environment:Obss Sahi Python Detection Frameworks
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Huggingface Open r1 vLLM Server
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment
- Environment:Huggingface Alignment handbook Python Datasets