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1,118
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:Evidentlyai Evidently ML Model Quality Report
- Workflow:Tensorflow Serving Model Version Management
- Workflow:Scikit learn Scikit learn Supervised Classification
- Workflow:SqueezeAILab ETS Answer Evaluation Pipeline
- Workflow:Pyro ppl Pyro Bayesian Regression
- Workflow:Haosulab ManiSkill Custom Task Development
- Workflow:Mlc ai Web llm Web Worker Deployment
- Workflow:Openai Whisper Audio Transcription
- Workflow:Huggingface Datasets Format Conversion
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
Principles
- Principle:Apache Hudi Docker Image Building
- Principle:Langgenius Dify Document Processing Configuration
- Principle:FlagOpen FlagEmbedding Training Data Preparation
- Principle:Vespa engine Vespa Configuration Application
- Principle:Pyro ppl Pyro Directional Statistics
- Principle:Duckdb Duckdb Skip List Data Structure
- Principle:Alibaba MNN Thread Local Execution Scope
- Principle:Turboderp org Exllamav2 Calibration Tokenization
- Principle:Hiyouga LLaMA Factory Low Rank Adaptation
- Principle:Mbzuai oryx Awesome LLM Post training Progressive Data Checkpointing
Implementations
- Implementation:FMInference FlexLLMGen DistOptLM
- Implementation:NVIDIA NeMo Curator Core Utils
- Implementation:NVIDIA DALI C API V2 Pipeline Outputs
- Implementation:Pyro ppl Pyro Pyro Sample
- Implementation:Googleapis Python genai Interactions Resource
- Implementation:Openai Openai python Custom Tool Model
- Implementation:Pyro ppl Pyro ClippedAdam Optimizer
- Implementation:FlowiseAI Flowise DocumentStoreTable
- Implementation:Microsoft Playwright Electron
- Implementation:Apache Kafka Kafka Server Start Script
Heuristics
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:SeleniumHQ Selenium Bazel Hermetic Build Requirement
- Heuristic:Openai Whisper Compression Ratio Threshold
- Heuristic:Microsoft DeepSpeedExamples SuperOffload NUMA Binding
- Heuristic:Cypress io Cypress Global Install Warning
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Onnx Onnx Big Endian Byte Order Handling
- Heuristic:Facebookresearch Audiocraft Gradient Balancing For Multi Loss
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
Environments
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:Kserve Kserve VLLM Runtime
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:Kserve Kserve Gateway API
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4