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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:Roboflow Rf detr Object Detection Inference
- Workflow:Openai Evals Running an eval set
- Workflow:Princeton nlp Tree of thought llm ToT BFS experiment
- Workflow:Marker Inc Korea AutoRAG RAG Pipeline Optimization
- Workflow:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:Langgenius Dify Knowledge Base Creation
- Workflow:Arize ai Phoenix Span Annotation Pipeline
- Workflow:VainF Torch Pruning Vision Transformer Pruning
- Workflow:Huggingface Open r1 Reasoning Data Generation
- Workflow:Mlc ai Mlc llm Mobile Deployment
Principles
- Principle:Apache Shardingsphere Column Based Routing
- Principle:Huggingface Transformers CI Configuration Generation
- Principle:Openai Openai agents python Execution Resumption
- Principle:Sktime Pytorch forecasting Reversible Instance Normalization
- Principle:NVIDIA NeMo Curator Data Export
- Principle:Google deepmind Mujoco SIMD Optimization
- Principle:Sail sg LongSpec Math Answer Extraction
- Principle:Tensorflow Tfjs Data Preprocessing Layers
- Principle:FlowiseAI Flowise Chunk Management
- Principle:Facebookresearch Audiocraft Token Sampling Strategies
Implementations
- Implementation:Open compass VLMEvalKit molmo
- Implementation:Mlc ai Mlc llm OpenAIProtocol Kotlin
- Implementation:Huggingface Alignment handbook DPOTrainer APO Zero
- Implementation:Vibrantlabsai Ragas ContextRecall
- Implementation:EvolvingLMMs Lab Lmms eval Open ASR Utils
- Implementation:Explodinggradients Ragas LiteLLMStructuredLLM Class
- Implementation:Scikit learn Scikit learn RegressionMetrics
- Implementation:Fastai Fastbook Learner Class
- Implementation:Marker Inc Korea AutoRAG Select Best
- Implementation:Kornia Kornia Geometry Conversions
Heuristics
- Heuristic:Microsoft DeepSpeedExamples RLHF Stability Constraints
- Heuristic:Mage ai Mage ai HTTP Request Timeout Defaults
- Heuristic:ChenghaoMou Text dedup Suffix Array Merge Strategy
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
- Heuristic:Risingwavelabs Risingwave LSM Compaction Tuning
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
- Heuristic:Deepset ai Haystack Logging Auto Detection
- Heuristic:Haosulab ManiSkill Rendering Memory Optimization
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
- Heuristic:Microsoft Semantic kernel Custom HttpClient Retry Policy
Environments
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:Huggingface Datasets Image Dependencies
- Environment:HKUDS AI Trader Browser Runtime
- Environment:Intel Ipex llm Build Environment
- Environment:Vllm project Vllm CUDA
- Environment:Getgauge Taiko Node Runtime
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:ARISE Initiative Robosuite MuJoCo Python