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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:Kubeflow Pipelines Iterative Model Training
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:EvolvingLMMs Lab Lmms eval Custom Model Integration
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Apache Airflow Scheduler Operation and Task Execution
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:Online ml River Binary Classification Pipeline
- Workflow:VainF Torch Pruning Object Detection Pruning
- Workflow:ARISE Initiative Robosuite Gymnasium RL Integration
Principles
- Principle:Unslothai Unsloth Sentence Embedding Finetuning
- Principle:Apache Shardingsphere Refresh Need Determination
- Principle:Langgenius Dify Backend CLI
- Principle:Triton inference server Server TRT LLM Environment Setup
- Principle:Microsoft Playwright Assertion and Verification
- Principle:Vllm project Vllm API Server Deployment
- Principle:DistrictDataLabs Yellowbrick Classifier Visual Evaluation
- Principle:Mlc ai Web llm Chrome Extension Manifest
- Principle:Huggingface Optimum Preprocessor Persistence
- Principle:Haosulab ManiSkill PPO Policy Optimization
Implementations
- Implementation:Iterative Dvc Repo Ls Url
- Implementation:OWASP Www project top 10 for large language model applications Publisher Publish
- Implementation:Deepset ai Haystack SentenceTransformersTextEmbedder
- Implementation:Run llama Llama index LlamaDataset Base
- Implementation:Ucbepic Docetl SystemPromptsExplorer
- Implementation:Pytorch Serve XGBoost Iris Handler
- Implementation:Allenai Open instruct Push Folder To Hub
- Implementation:Duckdb Duckdb Generate Enum Util
- Implementation:Run llama Llama index IngestionPipeline Run
- Implementation:Datajuicer Data juicer VideoFaceBlurMapper
Heuristics
- Heuristic:Apache Airflow Memory Management Tips
- Heuristic:Hpcaitech ColossalAI CUDA Device Max Connections Tip
- Heuristic:LaurentMazare Tch rs MPS Weight Loading Workaround
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:MaterializeInc Materialize Dbt Transaction Disable
- Heuristic:Promptfoo Promptfoo Cache Configuration Tips
- Heuristic:Marker Inc Korea AutoRAG Deterministic Evaluation Generation
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:OWASP Www project top 10 for large language model applications Vulnerability Entry Structure Guide
- Heuristic:Apache Paimon File Sizing and Split Planning
Environments
- Environment:Wandb Weave Trace Server Infrastructure
- Environment:FlowiseAI Flowise Database Environment
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Turboderp org Exllamav2 Flash Attention Backend
- Environment:Alibaba MNN Python Export Environment
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Vllm project Vllm CUDA Runtime
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Protectai Modelscan H5py Optional
- Environment:Ucbepic Docetl LLM API Keys