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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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|---|---|---|
| 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:Dotnet Machinelearning ONNX Model Scoring
- Workflow:FlagOpen FlagEmbedding Embedder Finetuning
- Workflow:MaterializeInc Materialize CI Pipeline Generation
- Workflow:VainF Torch Pruning Vision Transformer Pruning
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Unslothai Unsloth GRPO Reinforcement Learning
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
- Workflow:Anthropics Anthropic sdk python Tool Use Integration
Principles
- Principle:Openai Openai agents python Bidirectional Handoffs
- Principle:SqueezeAILab ETS ILP Node Selection
- Principle:Marker Inc Korea AutoRAG Answer Generation
- Principle:Bigscience workshop Petals Block Selection
- Principle:Risingwavelabs Risingwave CDC Schema History
- Principle:Huggingface Datatrove Language Filtering
- Principle:Anthropics Anthropic sdk python Response Processing
- Principle:Eventual Inc Daft Arrow FFI Compatibility
- Principle:Anthropics Anthropic sdk python Stream Context Manager Setup
- Principle:ArroyoSystems Arroyo Job Monitoring
Implementations
- Implementation:Kserve Kserve LLMInferenceService CRD Spec
- Implementation:TobikoData Sqlmesh ModelName
- Implementation:Speechbrain Speechbrain GigaSpeech Dataset
- Implementation:Langfuse Langfuse ChatML Types
- Implementation:CARLA simulator Carla VehiclePhysicsControl
- Implementation:Bitsandbytes foundation Bitsandbytes Python Package CI Workflow
- Implementation:Open compass VLMEvalKit WorldSense Utils
- Implementation:Microsoft Autogen Studio Model Fields
- Implementation:OpenHands OpenHands SaaSExperimentManager
- Implementation:NVIDIA DALI FITS Parser
Heuristics
- Heuristic:Langchain ai Langgraph Stream Mode Selection
- Heuristic:Tensorflow Tfjs WebGL Shader Warmup
- Heuristic:Huggingface Optimum Version Conditional Behavior
- Heuristic:Gretelai Gretel synthetics Gumbel Softmax NaN Retry
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:MaterializeInc Materialize CI Retry Strategies
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
- Heuristic:Triton inference server Server Concurrency Throughput Rule
- Heuristic:Alibaba MNN LLM Runtime Tuning
Environments
- Environment:Openai Openai python Realtime WebSocket
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:NVIDIA NeMo Curator Video Codec Stack
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:Junyanz Pytorch CycleGAN and pix2pix Python PyTorch Runtime