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Total Pages
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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 Transformers PEFT Adapter Integration
- Workflow:Iterative Dvc Data Tracking
- Workflow:Farama Foundation Gymnasium Vectorized Environment Training
- Workflow:Liu00222 Open Prompt Injection Detection Localization Defense
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
- Workflow:Huggingface Transformers Model Quantization
- Workflow:Huggingface Trl Supervised Finetuning
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:Scikit learn contrib Imbalanced learn Ensemble Imbalanced Classification
- Workflow:Mage ai Mage ai API Source Extraction
Principles
- Principle:Helicone Helicone Model Provider Identification
- Principle:Apache Beam Pipeline Translation
- Principle:Apache Dolphinscheduler Connection Testing
- Principle:Onnx Onnx Opset Version Mapping
- Principle:Microsoft Agent framework Agent Context Management
- Principle:TobikoData Sqlmesh Forward Only Change Handling
- Principle:Nautechsystems Nautilus trader Data Configuration Schema
- Principle:Mlflow Mlflow Evaluation Result Analysis
- Principle:Pyro ppl Pyro Stein Variational Inference
- Principle:LLMBook zh LLMBook zh github io Deduplication
Implementations
- Implementation:Helicone Helicone Providers Index
- Implementation:Gretelai Gretel synthetics TensorFlowConfig
- Implementation:Microsoft Onnxruntime CPU LSTM IOUtils
- Implementation:Getgauge Taiko Hover
- Implementation:Huggingface Datasets Logging Utils
- Implementation:Datahub project Datahub HasSubTypes Mixin
- Implementation:Speechbrain Speechbrain Whisper HFTransformersInterface
- Implementation:Mbzuai oryx Awesome LLM Post training Fetch Paper Details
- Implementation:Alibaba MNN OpenCL CL Ext Qcom Header
- Implementation:LMCache LMCache XPU Connector
Heuristics
- Heuristic:Huggingface Peft LoRA Default Configuration
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
- Heuristic:Huggingface Alignment handbook LoRA Rank Selection
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:Princeton nlp Tree of thought llm Ad Hoc Value Map Scoring
- Heuristic:Deepset ai Haystack Logging Auto Detection
Environments
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Huggingface Datatrove Slurm Cluster Environment
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4
- Environment:Microsoft Agent framework Core Package Dependencies
- Environment:Openai Openai node OpenAI API Credentials
- Environment:Facebookresearch Audiocraft XFormers Memory Efficient Attention
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment