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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:Run llama Llama index Evaluation Pipeline
- Workflow:Apache Druid SQL Query Execution
- Workflow:Google deepmind Mujoco GPU batched simulation MJX
- Workflow:Protectai Modelscan CLI Model Scanning
- Workflow:Avhz RustQuant Model Calibration
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:FlowiseAI Flowise Document Store Ingestion
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:CARLA simulator Carla Simulation Recording and Replay
- Workflow:Openai Whisper Audio Transcription
Principles
- Principle:PeterL1n BackgroundMattingV2 Dataset path configuration
- Principle:Vespa engine Vespa RPM Package Creation
- Principle:Langchain ai Langchain Streaming Events
- Principle:Webdriverio Webdriverio AutomaticDriverManagement
- Principle:ChenghaoMou Text dedup Duplicate Removal And Output
- Principle:FMInference FlexLLMGen CUDA Quantization Utilities
- Principle:Unslothai Unsloth RL Model Loading
- Principle:NVIDIA NeMo Curator NSFW Content Filtering
- Principle:LaurentMazare Tch rs Operator Overloading
- Principle:Langchain ai Langgraph Runtime Context
Implementations
- Implementation:NVIDIA TransformerEngine Ops UB Forward Linear
- Implementation:Openai Evals Eval YAML Registration
- Implementation:Langgenius Dify ORPC Client
- Implementation:Pyro ppl Pyro Poutine Condition
- Implementation:HKUDS AI Trader TransactionLoader
- Implementation:Ucbepic Docetl DecompositionComparisonDialog
- Implementation:Puppeteer Puppeteer Debug
- Implementation:Helicone Helicone Terms Page
- Implementation:Unslothai Unsloth FastVisionModel From Pretrained
- Implementation:Ray project Ray RayConfig
Heuristics
- Heuristic:Huggingface Diffusers LoRA Safe Fusing
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:Huggingface Alignment handbook LoRA Rank Selection
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:Mbzuai oryx Awesome LLM Post training Depth Limit Recursion At 2
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:Openai Whisper No Speech Detection
- Heuristic:Hiyouga LLaMA Factory CUDA Memory Optimization
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
Environments
- Environment:Predibase Lorax CUDA GPU Runtime
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Apache Spark JDK Build Environment
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:Spotify Luigi Apache Spark
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Facebookresearch Audiocraft AudioCraft Environment Variables
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4
- Environment:Huggingface Datasets PyTorch Integration
- Environment:Langfuse Langfuse ClickHouse Analytics