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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:Googleapis Python genai Text Content Generation
- Workflow:Unstructured IO Unstructured Chunking And Embedding
- Workflow:OpenBMB UltraFeedback GPT4 Preference Annotation
- Workflow:Huggingface Open r1 Model Evaluation
- Workflow:SeldonIO Seldon core AB Testing Experiment
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Apache Spark Building and Testing
- Workflow:Protectai Llm guard LLM Input Output Scanning
- Workflow:Pytorch Serve Large Model Inference
- Workflow:Risingwavelabs Risingwave Sink Connector Pipeline
Principles
- Principle:FMInference FlexLLMGen CUDA Memory Access Patterns
- Principle:Apache Paimon Lazy Blob Loading
- Principle:Lucidrains X transformers Masked Prediction Data Preparation
- Principle:Ollama Ollama ImageGeneration
- Principle:Heibaiying BigData Notes Spark Session Creation
- Principle:Togethercomputer Together python Dataset Preparation
- Principle:Trailofbits Fickling Safety Verification
- Principle:Interpretml Interpret Global Explanation Generation
- Principle:Pyro ppl Pyro Deep Kernel Learning
- Principle:Deepset ai Haystack In Memory Document Storage
Implementations
- Implementation:Scikit learn Scikit learn ColumnTransformer Init
- Implementation:Online ml River Tree VarianceRatioSplitCriterion
- Implementation:Recommenders team Recommenders Notebook Utils
- Implementation:Apache Airflow ProvidersManager Validation
- Implementation:CARLA simulator Carla Geometry API Spec
- Implementation:Apache Shardingsphere YamlShadowRuleConfiguration Structure
- Implementation:Microsoft BIPIA Load Bipia Supervised Data Module
- Implementation:InternLM Lmdeploy Profiler
- Implementation:Norrrrrrr lyn WAInjectBench json dumps Results
- Implementation:Ray project Ray ObjectRefImpl
Heuristics
- Heuristic:Ggml org Ggml Memory Allocation Strategy
- Heuristic:Intel Ipex llm CCL Distributed Training Tips
- Heuristic:Apache Beam Watermark Update Throttling
- Heuristic:NVIDIA NeMo Curator Deduplication Blocksize Tuning
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:Triton inference server Server Server Default Configuration
- Heuristic:Pyro ppl Pyro Gradient Variance Reduction
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
- Heuristic:Snorkel team Snorkel Precision Init Prior
Environments
- Environment:Marker Inc Korea AutoRAG API Keys Configuration
- Environment:Microsoft Playwright Platform Support Environment
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Mlc ai Mlc llm TVM Runtime Environment
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:Farama Foundation Gymnasium JAX Functional Backend
- Environment:Iterative Dvc Python Runtime
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop