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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:Deepset ai Haystack RAG Pipeline
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
- Workflow:Huggingface Trl PPO RLHF Training
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:Obss Sahi COCO Dataset Slicing
- Workflow:DevExpress Testcafe Basic Test Authoring
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:Huggingface Open r1 Reasoning Data Generation
- Workflow:Haotian liu LLaVA LoRA Finetuning
- Workflow:Fastai Fastbook Tabular Modeling
Principles
- Principle:Huggingface Diffusers Prior Preservation Training
- Principle:AUTOMATIC1111 Stable diffusion webui VAE decoding
- Principle:Lucidrains X transformers Preference Data Preparation
- Principle:Fastai Fastbook Embedding Analysis
- Principle:Huggingface Diffusers Quantized Model Loading
- Principle:Axolotl ai cloud Axolotl Multimodal Processor Loading
- Principle:Ggml org Llama cpp Grammar Constrained Decoding
- Principle:Cleanlab Cleanlab Datalab Regression Label Issue Detection
- Principle:Lucidrains X transformers Autoregressive Data Preparation
- Principle:Anthropics Anthropic sdk python API Resource Pattern
Implementations
- Implementation:AUTOMATIC1111 Stable diffusion webui UI Settings
- Implementation:Google deepmind Dm control Mocap Prop
- Implementation:Langchain ai Langchain SparseEmbeddings
- Implementation:OpenHands OpenHands Scrollable
- Implementation:Googleapis Python genai AsyncLiveMusic Connect
- Implementation:Rapidsai Cuml Genetic Node
- Implementation:Nightwatchjs Nightwatch Nightwatch Component CLI
- Implementation:Nautechsystems Nautilus trader TradeTickDataWrangler Process
- Implementation:Webdriverio Webdriverio BidiHandler Class
- Implementation:Microsoft Semantic kernel OpenApi TestPlugin MessagesOpenAPI
Heuristics
- Heuristic:Elevenlabs Elevenlabs python TTS Model Selection
- Heuristic:TobikoData Sqlmesh Model Change Categorization
- Heuristic:Guardrails ai Guardrails Async Vs Sync Validation Mode
- Heuristic:Openai Evals Thread Tuning
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
- Heuristic:Alibaba ROLL KL Coefficient Tuning
- Heuristic:ContextualAI HALOs Reference Logprob Caching
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:Tensorflow Tfjs Backend Selection Strategy
Environments
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:Avhz RustQuant Rust Stable
- Environment:Sgl project Sglang Runtime
- Environment:Microsoft Onnxruntime Python Inference Environment
- Environment:Neuml Txtai Python Core Environment
- Environment:Datahub project Datahub Java Build
- Environment:Zai org CogVideo SAT Framework Environment
- Environment:Spotify Luigi PostgreSQL Server
- Environment:Nightwatchjs Nightwatch Android Mobile Testing