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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:Google deepmind Dm control Multi Agent Soccer Setup
- Workflow:Mlflow Mlflow Model Serving
- Workflow:Turboderp org Exllamav2 Multimodal Vision Inference
- Workflow:Google deepmind Mujoco Offscreen video recording
- Workflow:MarketSquare Robotframework browser API Testing via Browser
- Workflow:Wandb Weave Tracing Setup
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:Fastai Fastbook Image Classification
- Workflow:Onnx Onnx Model Creation
- Workflow:Pyro ppl Pyro VAE Training
Principles
- Principle:Googleapis Python genai Live Music Generation
- Principle:Ray project Ray Artifact Publishing
- Principle:DevExpress Testcafe Fixture Declaration
- Principle:Apache Beam Result Commitment
- Principle:Hiyouga LLaMA Factory Proximal Policy Optimization
- Principle:OpenRLHF OpenRLHF KD Loss Computation
- Principle:Marker Inc Korea AutoRAG Best Config Extraction
- Principle:Volcengine Verl Answer Extraction
- Principle:Explodinggradients Ragas Document Loading
- Principle:Apache Shardingsphere Change Handler Dispatch
Implementations
- Implementation:SeleniumHQ Selenium Closure EventHandler
- Implementation:Explodinggradients Ragas DiscreteMetric Class
- Implementation:Kubeflow Pipelines XGBoost Train Incremental
- Implementation:NVIDIA TransformerEngine Cpp Fused Attn
- Implementation:Getgauge Taiko Text Exists
- Implementation:Datahub project Datahub HasSubTypes Mixin
- Implementation:ArroyoSystems Arroyo Pipeline Graph
- Implementation:Mit han lab Llm awq Model Worker
- Implementation:Ggml org Ggml Metal impl
- Implementation:Microsoft Onnxruntime TrainingOptimizer
Heuristics
- Heuristic:ARISE Initiative Robomimic Data Worker Tuning By Modality
- Heuristic:NVIDIA NeMo Aligner PPO NCCL Algorithm Setting
- Heuristic:DistrictDataLabs Yellowbrick Elbow Knee Detection Sensitivity
- Heuristic:Mlfoundations Open flamingo Gradient Clipping Max Norm
- Heuristic:Sktime Pytorch forecasting Learning Rate Scheduling
- Heuristic:Danijar Dreamerv3 Symlog TwoHot Prediction
- Heuristic:Facebookresearch Audiocraft Generation Parameter Defaults
- Heuristic:Ggml org Llama cpp Warning Deprecated Legacy Converters
- Heuristic:Apache Druid Query Error Suggestion Patterns
- Heuristic:Facebookresearch Audiocraft FSDP Distributed Training Tips
Environments
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:Pyro ppl Pyro Distributed Training
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Alibaba ROLL Megatron Training Environment