Main Page
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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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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:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:LLMBook zh LLMBook zh github io Supervised Finetuning
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:Sdv dev SDV Single table synthesis
- Workflow:Kornia Kornia Edge Detection Pipeline
- Workflow:Apache Hudi Flink Batch Incremental Read
- Workflow:Langgenius Dify Knowledge Base Management
- Workflow:Openai CLIP Zero shot image classification
- Workflow:Hpcaitech ColossalAI DPO Alignment
- Workflow:Cypress io Cypress CI Pipeline Integration
Principles
- Principle:Evidentlyai Evidently Report Execution
- Principle:ArroyoSystems Arroyo Pipeline Creation
- Principle:DataTalksClub Data engineering zoomcamp Kafka Custom Serialization
- Principle:Shiyu coder Kronos Web UI Prediction Service
- Principle:LaurentMazare Tch rs Vectorized Environment
- Principle:Apache Airflow Task Execution TEI
- Principle:Interpretml Interpret Model Aggregation And Postprocessing
- Principle:Sktime Pytorch forecasting Scaled Dot Product Attention
- Principle:Evidentlyai Evidently Dashboard Panel Configuration
- Principle:Triton inference server Server TRT LLM Server Launch
Implementations
- Implementation:Lance format Lance Java DirectoryNamespace
- Implementation:Shiyu coder Kronos Train Model Predictor Qlib
- Implementation:Pola rs Polars DataFrame Write and Convert
- Implementation:Google deepmind Mujoco mj step
- Implementation:Volcengine Verl Extract Multi Modal Inputs
- Implementation:Vibrantlabsai Ragas PydanticPrompt
- Implementation:ChenghaoMou Text dedup SA Restore And Merge
- Implementation:Infiniflow Ragflow DatasetFilter Component
- Implementation:Mage ai Mage ai Google Ads Sync
- Implementation:Lance format Lance SafeScalarValue
Heuristics
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
- Heuristic:Unstructured IO Unstructured Golden File Diff
- Heuristic:BerriAI Litellm Connection Pooling Memory Management
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:Microsoft Onnxruntime Convergence Debugging Tips
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:Romsto Speculative Decoding KV Cache Instability
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:Getgauge Taiko Browser Launch Flags
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix High Res Crop Training
Environments
- Environment:Vllm project Vllm Python Dependencies
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Arize ai Phoenix Python Runtime
- Environment:Predibase Lorax CUDA GPU Runtime
- Environment:Kserve Kserve Gateway API
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies