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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:NVIDIA NeMo Curator Text Curation Pipeline
- Workflow:Microsoft Autogen Swarm Agent Handoff
- Workflow:Vibrantlabsai Ragas Experiment Driven Development
- Workflow:Mistralai Client python Text Embeddings
- Workflow:Dotnet Machinelearning AutoML Experiment
- Workflow:Guardrails ai Guardrails Structured Data Generation
- Workflow:Groq Groq python Chat Completion
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:SeldonIO Seldon core Model Explainability
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
Principles
- Principle:Datajuicer Data juicer Pipeline Monitoring and Checkpointing
- Principle:Predibase Lorax Chat Completion Generation
- Principle:Microsoft Autogen Selector Orchestration
- Principle:Kserve Kserve Model Explainability
- Principle:Predibase Lorax Runtime Adapter Merging
- Principle:Mlc ai Web llm Text Embedding Generation
- Principle:Astronomer Astronomer cosmos Render Configuration
- Principle:Treeverse LakeFS Java SDK Client Configuration
- Principle:Eventual Inc Daft Column Transformation
- Principle:ARISE Initiative Robosuite Object Modeling
Implementations
- Implementation:Farama Foundation Gymnasium Step Api Compatibility
- Implementation:Liu00222 Open Prompt Injection create evaluator
- Implementation:ARISE Initiative Robosuite OperationalSpaceController
- Implementation:Getgauge Taiko TypeScript Definitions
- Implementation:InternLM Lmdeploy Daily Ete Test
- Implementation:Iterative Dvc Utils Threadpool
- Implementation:CrewAIInc CrewAI RAG Directory Loader
- Implementation:Online ml River Evaluate Progressive Val Score Anomaly
- Implementation:Speechbrain Speechbrain Train Switchboard Seq2Seq
- Implementation:Danijar Dreamerv3 Parallel Env
Heuristics
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:SqueezeAILab ETS Max Depth And Token Guards
- Heuristic:VainF Torch Pruning Pruning Ratio vs Parameter Ratio
- Heuristic:Elevenlabs Elevenlabs python Client Timeout Configuration
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:Deepspeedai DeepSpeed Sequence Parallel PyTorch Version
- Heuristic:Mit han lab Llm awq Skip QK Projection Clipping
- Heuristic:Romsto Speculative Decoding Gamma Tuning
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
Environments
- Environment:Spotify Luigi PostgreSQL Server
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Kserve Kserve Istio Service Mesh
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:Sgl project Sglang GitHub Actions
- Environment:Apache Flink Hadoop Compatibility Environment