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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:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:Trailofbits Fickling Pickle Decompilation and Tracing
- Workflow:Huggingface Datatrove Dataset Tokenization
- Workflow:Langchain ai Langgraph Building a Stateful Graph
- Workflow:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
- Workflow:Danijar Dreamerv3 Train And Evaluate
- Workflow:Openclaw Openclaw Docker Deployment
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:Bigscience workshop Petals Distributed Text Generation
- Workflow:Speechbrain Speechbrain CTC ASR Training
Principles
- Principle:Tencent Ncnn Letterbox Preprocessing
- Principle:NVIDIA NeMo Aligner Checkpoint Management
- Principle:Puppeteer Puppeteer Browser Launching
- Principle:Risingwavelabs Risingwave CDC Source Database Preparation
- Principle:Ollama Ollama Anthropic API Compatibility
- Principle:Predibase Lorax Multi Process Server Launch
- Principle:Triton inference server Server Performance Baseline
- Principle:Scikit learn Scikit learn Stacking Ensemble
- Principle:Huggingface Diffusers Training Environment Setup
- Principle:Huggingface Diffusers Selective Test Execution
Implementations
- Implementation:Google deepmind Mujoco Engine Util Sparse AVX
- Implementation:CarperAI Trlx Trlx Train Online
- Implementation:Rapidsai Cuml KMeans DBSCAN HDBSCAN Fit
- Implementation:InternLM Lmdeploy Logger
- Implementation:Scikit learn Scikit learn BayesianGaussianMixture
- Implementation:Haifengl Smile SVD EVD Results
- Implementation:Apache Kafka GPG Signing
- Implementation:Mlc ai Mlc llm Gemma3 Loader
- Implementation:Infiniflow Ragflow Admin ServiceStatus Page
- Implementation:Mage ai Mage ai Intercom Streams
Heuristics
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Scikit learn Scikit learn Working Memory Tuning
- Heuristic:Intel Ipex llm QLoRA Training Hyperparameters
- Heuristic:Apache Druid Sampler Limitations And Workarounds
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:Pytorch Serve Torch Compile Best Practices
- Heuristic:Lm sys FastChat Vicuna SFT Training Hyperparameters
- Heuristic:Haotian liu LLaVA Tokenizer Version Offset Correction
- Heuristic:Microsoft DeepSpeedExamples ZeRO Inference Throughput Tuning
- Heuristic:Apache Kafka Container JMX RMI Port Tip
Environments
- Environment:Hpcaitech ColossalAI ColossalQA RAG Environment
- Environment:Huggingface Diffusers Attention Backends
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:Alibaba MNN Python Export Environment
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:Huggingface Peft Python Core Dependencies
- Environment:Apache Shardingsphere Calcite Federation Engine
- Environment:Huggingface Datasets TensorFlow Integration