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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:Apache Paimon Vector Similarity Search
- Workflow:Pyro ppl Pyro Discrete Enumeration
- Workflow:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Data Ingestion
- Workflow:MaterializeInc Materialize Release Process
- Workflow:Intel Ipex llm RAG With LangChain
- Workflow:Ollama Ollama Model Pull And Run
- Workflow:Hpcaitech ColossalAI RAG Application
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:Shiyu coder Kronos Single Series Prediction
- Workflow:Openai Evals Creating a model graded eval
Principles
- Principle:Huggingface Datatrove NGram Decontamination
- Principle:Pyro ppl Pyro Gradient Estimation
- Principle:Onnx Onnx Opset Version Conversion
- Principle:Promptfoo Promptfoo Test Suite Construction
- Principle:Openai Openai python Chat Message Construction
- Principle:DistrictDataLabs Yellowbrick Missing Data Visualization
- Principle:Ollama Ollama ModelArchitecture
- Principle:Openai Openai agents python Execution Resumption
- Principle:Norrrrrrr lyn WAInjectBench Validation Checkpoint Selection
- Principle:OpenRLHF OpenRLHF KL Divergence Estimation
Implementations
- Implementation:Pyro ppl Pyro NeuTra
- Implementation:Online ml River Bandit Datasets Base
- Implementation:MaterializeInc Materialize Lint Manager
- Implementation:Langgenius Dify I18n Dataset Documents Translations
- Implementation:Astronomer Astronomer cosmos Graph Entities
- Implementation:Kubeflow Pipelines Regression Metrics Evaluation
- Implementation:NVIDIA DALI PluginManager
- Implementation:Online ml River Time Series HoltWinters
- Implementation:Triton inference server Server L0 Opentelemetry Unittest
- Implementation:Datajuicer Data juicer DataValidator
Heuristics
- Heuristic:Explodinggradients Ragas Failed Metrics Return NaN
- Heuristic:Nautechsystems Nautilus trader Streaming Mode For Large Backtests
- Heuristic:Unstructured IO Unstructured Golden File Diff
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:AnswerDotAI RAGatouille Collection Size Index Tuning
- Heuristic:Liu00222 Open Prompt Injection BPE Retokenization Parameters
- Heuristic:Vespa engine Vespa Maven Parallel Build Optimization
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
- Heuristic:Openai CLIP CLIP Normalization Constants
- Heuristic:TobikoData Sqlmesh Execution Time Caching
Environments
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Openai Openai python Python 3 9 Plus
- Environment:Snorkel team Snorkel PyTorch
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:Ggml org Llama cpp Python Conversion Environment
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:Microsoft Onnxruntime Windows Build Environment
- Environment:Neuml Txtai API Server Configuration
- Environment:TobikoData Sqlmesh Web UI Stack