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Total Pages
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:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:Fastai Fastbook Collaborative Filtering
- Workflow:Huggingface Diffusers Video Generation
- Workflow:Langgenius Dify Visual Workflow Builder
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Cohere ai Cohere python Text Embedding
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:Unstructured IO Unstructured Document Partitioning
- Workflow:Shiyu coder Kronos Batch Prediction
- Workflow:Ggml org Llama cpp Model Quantization
Principles
- Principle:Webdriverio Webdriverio BrowserStack Integration
- Principle:Obss Sahi Detectron2 Config Export
- Principle:Microsoft Autogen Graph Flow Configuration
- Principle:Hpcaitech ColossalAI Distributed Checkpoint Saving
- Principle:OpenHands OpenHands Payload Parsing
- Principle:FMInference FlexLLMGen Model Replacement Policy
- Principle:Langchain ai Langgraph Type System
- Principle:FlowiseAI Flowise Vector Store Provider Configuration
- Principle:Neuml Txtai Zero Shot Classification
- Principle:ArroyoSystems Arroyo UDF Authoring
Implementations
- Implementation:ARISE Initiative Robosuite Choose Environment And Robots
- Implementation:Allenai Open instruct AutoModelForSequenceClassification From Pretrained
- Implementation:Ray project Ray Serve RayServeReplica Interface
- Implementation:Openai CLIP CLIP Encode Image For Linear Probe
- Implementation:TobikoData Sqlmesh LoadingContainer
- Implementation:Ggml org Llama cpp Chat Header
- Implementation:Datajuicer Data juicer AudioFFmpegWrappedMapper
- Implementation:NVIDIA TransformerEngine Cast Transpose Noop API
- Implementation:MarketSquare Robotframework browser Translation CLI
- Implementation:Datahub project Datahub Datahub Client Dependency
Heuristics
- Heuristic:OWASP Www project top 10 for large language model applications Vulnerability Entry Structure Guide
- Heuristic:Apache Airflow Task Idempotency Pattern
- Heuristic:Speechbrain Speechbrain GAN Dual Optimizer Pattern
- Heuristic:Langgenius Dify Celery Queue Separation
- Heuristic:Huggingface Trl Gradient Checkpointing Use Reentrant
- Heuristic:SqueezeAILab ETS Embedding Model GPU Collocation
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:CrewAIInc CrewAI Context Window Management
- Heuristic:Microsoft Agent framework Silent Workflow Failures
- Heuristic:Obss Sahi Overlap Ratio Selection
Environments
- Environment:Unstructured IO Unstructured GitHub Actions
- Environment:Mlc ai Mlc llm OpenCL Android Environment
- Environment:Vllm project Vllm CUDA Runtime
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:Langchain ai Langgraph Docker Deployment Environment
- Environment:Alibaba ROLL CUDA GPU Environment
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:Webdriverio Webdriverio Browser Driver Environment