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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:Tencent Ncnn Image Classification Inference
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:Neuml Txtai Model Training
- Workflow:Protectai Modelscan Custom Scanner Plugin
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Openai Evals Implementing a custom completion function
- Workflow:Unslothai Unsloth Vision Model Finetuning
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:Mistralai Client python Text Embeddings
- Workflow:Facebookresearch Audiocraft EnCodec Compression Training
Principles
- Principle:CrewAIInc CrewAI Specialist Agent Definition
- Principle:Huggingface Transformers Sequence Packing
- Principle:Openai Openai node Tool Definition
- Principle:SeldonIO Seldon core Explainer Model Deployment
- Principle:Onnx Onnx Model Merging
- Principle:Bentoml BentoML Model Cloud Sync
- Principle:Isaac sim IsaacGymEnvs Policy Training Loop
- Principle:Apache Shardingsphere YAML Configuration Definition
- Principle:Speechbrain Speechbrain Audio Interpretability
- Principle:Apache Kafka Release Tag And Vote
Implementations
- Implementation:Mage ai Mage ai Chargebee Client
- Implementation:Ollama Ollama Imagegen Dispatch
- Implementation:Haosulab ManiSkill FloatingInspireHand
- Implementation:Haosulab ManiSkill StereoDepthCamera
- Implementation:Arize ai Phoenix Legacy Utils
- Implementation:Anthropics Anthropic sdk python BetaMessage
- Implementation:NVIDIA TransformerEngine Fused Attn C API
- Implementation:Microsoft Autogen Studio Component Editor
- Implementation:Apache Druid MeasureMenu
- Implementation:Puppeteer Puppeteer PuppeteerNode Launch
Heuristics
- Heuristic:Intel Ipex llm Use Cache Training Vs Inference
- Heuristic:OWASP Www project top 10 for large language model applications SHA Pinning For GitHub Actions
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Before Split Leakage
- Heuristic:Openai CLIP Class Name Curation
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
- Heuristic:Pyro ppl Pyro Guide Initialization Strategy
- Heuristic:ContextualAI HALOs LoRA Merge At Save
- Heuristic:Ggml org Llama cpp GPU Layer Offloading Verification
- Heuristic:Microsoft Agent framework Function Invocation Defaults
- Heuristic:Haifengl Smile Platform Native Library Selection
Environments
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:Interpretml Interpret Python Core Environment
- Environment:Heibaiying BigData Notes Hadoop CDH Environment
- Environment:Deepset ai Haystack Python Runtime Environment
- Environment:Tencent Ncnn Build Environment
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:Alibaba MNN ARM Mobile Environment
- Environment:Webdriverio Webdriverio Node Runtime Environment