Main Page
27,667
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:Isaac sim IsaacGymEnvs Policy Inference and Evaluation
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:Apache Paimon Distributed Processing With Ray
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:Langgenius Dify Application Creation
- Workflow:Protectai Llm guard API Server Deployment
- Workflow:Deepset ai Haystack Hybrid Document Search
- Workflow:TobikoData Sqlmesh Incremental model development
- Workflow:MaterializeInc Materialize Docker Image Build
- Workflow:Promptfoo Promptfoo Red Team Security Scan
Principles
- Principle:Microsoft DeepSpeedExamples ZeRO Inference Execution
- Principle:Kornia Kornia Inlier Extraction
- Principle:Mlfoundations Open flamingo Retrieval In Context Example Selection
- Principle:Onnx Onnx Model Loading
- Principle:Eric mitchell Direct preference optimization Dropout Disabling
- Principle:Scikit learn Scikit learn Column Composition
- Principle:Deepseek ai Janus Prompt Formatting for Flow Generation
- Principle:Snorkel team Snorkel Slice Aware Data Preparation
- Principle:Ggml org Llama cpp Inference Context
- Principle:DataTalksClub Data engineering zoomcamp Dbt Testing And Documentation
Implementations
- Implementation:Iterative Dvc Plots Collect
- Implementation:Mistralai Client python OCRResponse Model
- Implementation:Haosulab ManiSkill TwoRobotPickCube
- Implementation:Lm sys FastChat Filter Wrong Format
- Implementation:CARLA simulator Carla Deformation
- Implementation:Hiyouga LLaMA Factory NPU Fused MoE
- Implementation:Google deepmind Mujoco UI Main
- Implementation:Open compass VLMEvalKit MEGABench Symbolic Planning
- Implementation:Lance format Lance Java DatasetDeltaBuilder
- Implementation:Predibase Lorax Container Entrypoint
Heuristics
- Heuristic:ARISE Initiative Robomimic Rollout Horizon Selection
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:Tensorflow Serving Model Warmup Strategy
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:Danijar Dreamerv3 Adaptive Gradient Clipping
- Heuristic:OpenBMB UltraFeedback GPU Memory Utilization
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
- Heuristic:Mistralai Client python Resource Context Manager
- Heuristic:ArroyoSystems Arroyo Checkpoint Interval Tuning
- Heuristic:Scikit learn Scikit learn Feature Scaling Numerical Stability
Environments
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Sgl project Sglang Multi Platform Accelerators
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Lance format Lance Rust Toolchain
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Sgl project Sglang GitHub Actions
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:Tencent Ncnn PyTorch Environment
- Environment:Obss Sahi Python Detection Frameworks