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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:Openclaw Openclaw Channel Connection
- Workflow:Bentoml BentoML BentoCloud Deployment
- Workflow:Huggingface Alignment handbook QLoRA Single GPU Finetuning
- Workflow:Nightwatchjs Nightwatch Page Object Pattern
- Workflow:Microsoft Agent framework Multi Agent Sequential Orchestration
- Workflow:Apache Spark Building and Testing
- Workflow:Datahub project Datahub Python Metadata Emission
- Workflow:Groq Groq python Audio Transcription
- Workflow:Duckdb Duckdb Benchmark Execution
- Workflow:Farama Foundation Gymnasium Agent Evaluation Recording
Principles
- Principle:Openai Openai python Response Creation
- Principle:SeldonIO Seldon core HuggingFace Model Deployment And Verification
- Principle:TobikoData Sqlmesh Environment Creation
- Principle:Huggingface Datasets Row Count Inspection
- Principle:Mlc ai Web llm Tool Call Extraction
- Principle:Risingwavelabs Risingwave Iceberg Sink Integration
- Principle:LaurentMazare Tch rs Autoregressive Sampling
- Principle:Triton inference server Server Container Verification
- Principle:Bitsandbytes foundation Bitsandbytes FP8 Simulated Quantization Matmul
- Principle:Openai Whisper Sliding Window Decoding
Implementations
- Implementation:Onnx Onnx Op Schema Python API
- Implementation:Pola rs Polars Release Python Workflow
- Implementation:Puppeteer Puppeteer BrowserProvider
- Implementation:Interpretml Interpret CI Workflow
- Implementation:Ggml org Ggml Zendnn backend api
- Implementation:Deepseek ai Janus Noise Initialization
- Implementation:Evidentlyai Evidently Legacy Engine
- Implementation:Microsoft DeepSpeedExamples DeepSpeedRLHFEngine
- Implementation:Risingwavelabs Risingwave Explain DistSQL Page
- Implementation:Tensorflow Serving servable state h
Heuristics
- Heuristic:Sktime Pytorch forecasting Target Normalization Transforms
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:Protectai Llm guard Token Limit Early Guard
- Heuristic:ARISE Initiative Robomimic Checkpoint Selection Strategy
- Heuristic:Neuml Txtai Model Quantization Defaults
- Heuristic:Huggingface Open r1 Test Batch Early Termination
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:Apache Beam Watermark Update Throttling
Environments
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Deepset ai Haystack Python Runtime Environment
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Huggingface Alignment handbook Python TRL
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Mlflow Mlflow MLflow Server Environment
- Environment:PrefectHQ Prefect AI Integration Credentials