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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:Neuml Txtai Pipeline Workflow Chaining
- Workflow:Gretelai Gretel synthetics LSTM Text Generation
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:EvolvingLMMs Lab Lmms eval Server Mode Evaluation
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:Bentoml BentoML BentoCloud Deployment
- Workflow:Lucidrains X transformers DPO Preference Alignment
- Workflow:OpenRLHF OpenRLHF Knowledge Distillation
- Workflow:Promptfoo Promptfoo Custom Provider Integration
- Workflow:Langgenius Dify RAG Pipeline Development
Principles
- Principle:Kornia Kornia Edge Postprocessing
- Principle:Liu00222 Open Prompt Injection Defense Preparation
- Principle:Getgauge Taiko REPL Initialization
- Principle:Tensorflow Serving Serving Utilities
- Principle:Cleanlab Cleanlab Token Label Quality Scoring
- Principle:AUTOMATIC1111 Stable diffusion webui Weight merging execution
- Principle:Huggingface Datatrove Parquet Data Reading
- Principle:Volcengine Verl Package Initialization
- Principle:Ggml org Llama cpp LoRA Adapter Types
- Principle:Huggingface Diffusers Conditioning Scale Control
Implementations
- Implementation:OWASP Www project top 10 for large language model applications ASIThreatAssessor Evaluate
- Implementation:FMInference FlexLLMGen DeepSpeed Comm
- Implementation:Pytorch Serve Install Dependencies Script
- Implementation:NVIDIA NeMo Aligner CriticServerTrainer Run
- Implementation:TobikoData Sqlmesh Common Badge
- Implementation:ArroyoSystems Arroyo Golden Test Outputs
- Implementation:Open compass VLMEvalKit MVBench
- Implementation:Pyro ppl Pyro BlockMessenger
- Implementation:Mlc ai Mlc llm Ministral3 Loader
- Implementation:Openai Openai python Vector Store Update Params
Heuristics
- Heuristic:NVIDIA TransformerEngine FP8 Recipe Auto Selection
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:Snorkel team Snorkel LabelModel Mu Eps Clamping
- Heuristic:Mistralai Client python Resource Context Manager
- Heuristic:Mistralai Client python Tool Docstring Requirement
- Heuristic:SqueezeAILab ETS Lambda Similarity Scaling
- Heuristic:Explodinggradients Ragas Embedding Batch Size Tuning
- Heuristic:Alibaba MNN NC4HW4 Data Layout
- Heuristic:Elevenlabs Elevenlabs python VAD vs Manual Commit Strategy
- Heuristic:VainF Torch Pruning AutoGrad Dependency Graph
Environments
- Environment:Langchain ai Langgraph Docker Deployment Environment
- Environment:Mistralai Client python Realtime Transcription Environment
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:Huggingface Datasets Search Dependencies
- Environment:Spcl Graph of thoughts Python 3 8 Runtime
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:MarketSquare Robotframework browser Python Runtime
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:SeldonIO Seldon core Python ML Dependencies Environment
- Environment:ARISE Initiative Robosuite MuJoCo Python