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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 Onnxruntime Nodejs Inference
- Workflow:Mbzuai oryx Awesome LLM Post training Research Trend Analysis
- Workflow:SeleniumHQ Selenium Contributor Development Workflow
- Workflow:Scikit learn Scikit learn Data Preprocessing Pipeline
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:Helicone Helicone Local Development Setup
- Workflow:Unslothai Unsloth QLoRA SFT Finetuning
- Workflow:Mage ai Mage ai API Source Extraction
- Workflow:Hpcaitech ColossalAI RAG Application
- Workflow:Wandb Weave SDK Release
Principles
- Principle:Guardrails ai Guardrails Structured Guard Execution
- Principle:Langgenius Dify Code Quality
- Principle:Hiyouga LLaMA Factory Causal Language Model Pretraining
- Principle:Datajuicer Data juicer Overall Statistical Analysis
- Principle:Apache Beam Pipeline Construction
- Principle:CrewAIInc CrewAI Specialist Agent Definition
- Principle:Confident ai Deepeval Framework Instrumentation
- Principle:Huggingface Datasets Streaming Download Management
- Principle:Roboflow Rf detr ONNX Runtime Validation
- Principle:AUTOMATIC1111 Stable diffusion webui Conditional Function Dispatch
Implementations
- Implementation:Haosulab ManiSkill AllegroHand
- Implementation:OWASP Www project top 10 for large language model applications ASIFramework Map Architecture
- Implementation:InternLM Lmdeploy GemmUniversalSm90V5
- Implementation:Sktime Pytorch forecasting BaseModel V2
- Implementation:Deepspeedai DeepSpeed AIO Bench Perf Sweep
- Implementation:Apache Airflow Core Pre Commit Config
- Implementation:Openai Openai node ChatKit Sessions
- Implementation:FlowiseAI Flowise CanvasRoutes
- Implementation:SeleniumHQ Selenium Grid Status Endpoint
- Implementation:Risingwavelabs Risingwave SinkFactory CreateWriter
Heuristics
- Heuristic:Treeverse LakeFS Presigned URL Expiry Tip
- Heuristic:Deepseek ai Janus Bfloat16 Dtype Selection
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:Evidentlyai Evidently Statistical Test Auto Selection
- Heuristic:LLMBook zh LLMBook zh github io IGNORE INDEX Loss Masking
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
- Heuristic:Apache Shardingsphere Shadow Routing Hint First Fallback
- Heuristic:Kubeflow Kubeflow Stale Issue Lifecycle Management
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
- Heuristic:ContextualAI HALOs Batch Size Divisibility
Environments
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:Vespa engine Vespa Docker OCI Container Runtime
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Pyro ppl Pyro Python PyTorch Core
- Environment:InternLM Lmdeploy Build From Source
- Environment:Mlc ai Mlc llm OpenCL Android Environment
- Environment:Princeton nlp SimPO CUDA Training
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:Microsoft Agent framework API Credentials