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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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|---|---|---|
| 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:Mlc ai Mlc llm Model Compilation
- Workflow:Facebookresearch Audiocraft JASCO Conditioned Music Generation
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
- Workflow:Promptfoo Promptfoo Custom Provider Integration
- Workflow:HKUDS AI Trader End to End US Stock Trading
- Workflow:PrefectHQ Prefect API Sourced ETL
- Workflow:Onnx Onnx Reference Evaluation
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:Microsoft Onnxruntime Python Inference Pipeline
- Workflow:Neuml Txtai API Deployment
Principles
- Principle:Openai Openai node Chat Completion Invocation
- Principle:Facebookresearch Audiocraft MusicGen Training Execution
- Principle:Interpretml Interpret EBM JSON Serialization
- Principle:Mlc ai Mlc llm JIT Model Preparation
- Principle:Openai Evals Custom Eval Implementation
- Principle:Unstructured IO Unstructured PDF Partitioning
- Principle:Obss Sahi Full Image Detection
- Principle:Groq Groq python Batch Job Creation
- Principle:Datajuicer Data juicer Statistics Computation
- Principle:Huggingface Optimum Accelerated Pipeline Configuration
Implementations
- Implementation:AUTOMATIC1111 Stable diffusion webui Load networks
- Implementation:Bentoml BentoML Cloud BentoAPI
- Implementation:Haosulab ManiSkill PlacementSamplers
- Implementation:Apache Kafka Git Push Remote
- Implementation:Arize ai Phoenix Score Dataclass
- Implementation:Onnx Onnx Create Release Workflow
- Implementation:Facebookresearch Audiocraft Hydra YAML Composition
- Implementation:Apache Druid AsyncActionDialog
- Implementation:Turboderp org Exllamav2 TPContext
- Implementation:OWASP Www project top 10 for large language model applications ReportTemplate Render
Heuristics
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
- Heuristic:Bentoml BentoML Warning Deprecated Legacy Service
- Heuristic:Danijar Dreamerv3 Symlog TwoHot Prediction
- Heuristic:Explodinggradients Ragas Failed Metrics Return NaN
- Heuristic:Iamhankai Forest of Thought Tree Iteration Scaling
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
- Heuristic:Mistralai Client python Resource Context Manager
- Heuristic:Mlfoundations Open flamingo Deterministic Shard Shuffling
Environments
- Environment:Openai Openai python Voice Helpers
- Environment:Openai Openai python Azure OpenAI
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:Mlfoundations Open flamingo WebDataset Training Dependencies
- Environment:Huggingface Datasets Python PyArrow Core
- Environment:Spotify Luigi Python Runtime
- Environment:Eventual Inc Daft AI Provider Dependencies