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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:HKUDS AI Trader Agent Decision Loop
- Workflow:Dotnet Machinelearning ONNX Model Scoring
- Workflow:Treeverse LakeFS External Data Import
- Workflow:Sktime Pytorch forecasting NBeats Univariate Forecasting
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Lm sys FastChat Distributed Model Serving
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:Webdriverio Webdriverio Custom Plugin Development
- Workflow:Huggingface Trl PPO RLHF Training
- Workflow:Huggingface Diffusers Model Quantization
Principles
- Principle:Open compass VLMEvalKit Generate Inner Interface
- Principle:Axolotl ai cloud Axolotl Multimodal Processor Loading
- Principle:Huggingface Optimum Preprocessor Persistence
- Principle:Intel Ipex llm LLM Initialization LangChain
- Principle:NVIDIA DALI Custom Operator Class Definition
- Principle:Mlflow Mlflow Development Environment Setup
- Principle:Microsoft Onnxruntime Memory Optimization
- Principle:Openai Evals Self Consistency Prompting
- Principle:Open compass VLMEvalKit Image Encoding For TSV
- Principle:Duckdb Duckdb Zstandard Compression
Implementations
- Implementation:SeleniumHQ Selenium Closure Promise
- Implementation:Interpretml Interpret BoosterCore Hpp
- Implementation:Tencent Ncnn Vulkan Header Fix
- Implementation:Pyro ppl Pyro TransformModule
- Implementation:FlagOpen FlagEmbedding LLM Reranker Layerwise Modeling
- Implementation:Huggingface Alignment handbook SFTTrainer Multi Task
- Implementation:FlowiseAI Flowise MainCard
- Implementation:Bitsandbytes foundation Bitsandbytes PagedAdamW8bit
- Implementation:FlagOpen FlagEmbedding RetroMAE Modeling
- Implementation:Facebookresearch Audiocraft MusicDataset init
Heuristics
- Heuristic:Google research Deduplicate text datasets Parallel Job Scaling By Data Size
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
- Heuristic:Eric mitchell Direct preference optimization TF32 Matmul Precision
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
- Heuristic:Neuml Txtai MacOS Stability Workarounds
- Heuristic:ContextualAI HALOs LoRA Merge At Save
- Heuristic:Lance format Lance Encoding Compression Thresholds
- Heuristic:PacktPublishing LLM Engineers Handbook Temperature Selection By Task
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
Environments
- Environment:Farama Foundation Gymnasium JAX Functional Backend
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:Protectai Modelscan Python Core Runtime
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:Mit han lab Llm awq Python Runtime Environment
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:Vllm project Vllm Python
- Environment:Rapidsai Cuml Python RAPIDS Stack