Main Page
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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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Browse by Category
| 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:Mlflow Mlflow Experiment Tracking
- Workflow:OpenHands OpenHands Organization Onboarding
- Workflow:Spcl Graph of thoughts Custom GoT Use Case Integration
- Workflow:Ggml org Llama cpp LoRA Adapter Workflow
- Workflow:Cohere ai Cohere python AWS Bedrock Deployment
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:Lance format Lance Dataset Lifecycle
- Workflow:Datahub project Datahub Metadata Ingestion Pipeline
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Helicone Helicone LLM Response Normalization
Principles
- Principle:Langgenius Dify Build Pipeline
- Principle:Treeverse LakeFS Repository Creation
- Principle:Alibaba MNN LLM Engine Compilation
- Principle:Webdriverio Webdriverio TestLifecycleHooks
- Principle:Openai Openai node Audio Transcription
- Principle:Lance format Lance Version Restoration
- Principle:Google deepmind Mujoco Inverse Dynamics
- Principle:Huggingface Diffusers Pipeline Level Quantization
- Principle:Guardrails ai Guardrails ValidatorEcosystem
- Principle:SeldonIO Seldon core Experiment Execution
Implementations
- Implementation:FlowiseAI Flowise Docker Compose Queue Prebuilt
- Implementation:Huggingface Transformers Time Generate Warmup
- Implementation:Apache Airflow Provider Metadata Registry
- Implementation:Ucbepic Docetl DecompositionComparisonDialog
- Implementation:Mlc ai Mlc llm Dynamic Bitset
- Implementation:Evidentlyai Evidently Data Quality Metrics
- Implementation:Nightwatchjs Nightwatch Assertion Type Definitions
- Implementation:FlowiseAI Flowise FlowListMenu
- Implementation:Openai Openai python Response Input Image Param
- Implementation:Open compass VLMEvalKit TableVQABench Utils
Heuristics
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
- Heuristic:Openai CLIP CLIP Normalization Constants
- Heuristic:Sdv dev SDV Sampling Retry Tuning
- Heuristic:Fastai Fastbook Discriminative Learning Rates
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:Ray project Ray NaN Score Filtering In PBT
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
Environments
- Environment:Tensorflow Serving Kubernetes Deployment Environment
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Spotify Luigi AWS S3 Storage
- Environment:Ollama Ollama CGo Runtime
- Environment:Cypress io Cypress Linux Display Server
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:Vllm project Vllm Python Dependencies
- Environment:FlagOpen FlagEmbedding Finetuning Environment