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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:Avhz RustQuant Analytic Option Pricing
- Workflow:NVIDIA TransformerEngine Accelerate HF Llama With TE
- Workflow:Langchain ai Langgraph Functional API Workflow
- Workflow:Bigscience workshop Petals Server Contribution
- Workflow:LMCache LMCache CacheBlend KV Reuse
- Workflow:CarperAI Trlx ILQL Offline Training
- Workflow:Explodinggradients Ragas Metric Prompt Optimization
- Workflow:Ray project Ray Remote Task Execution
- Workflow:MarketSquare Robotframework browser API Testing via Browser
- Workflow:Mlfoundations Open flamingo Data Preparation
Principles
- Principle:Webdriverio Webdriverio Selector Optimization
- Principle:Farama Foundation Gymnasium Array Backend Conversion
- Principle:Snorkel team Snorkel Augmentation Policy Configuration
- Principle:Ggml org Llama cpp MemoryAbstraction
- Principle:TobikoData Sqlmesh Github Actions Integration
- Principle:Online ml River Drift Retraining
- Principle:Tencent Ncnn Foreign Model Conversion
- Principle:Apache Airflow Task Instance State
- Principle:Heibaiying BigData Notes HBase Connection Configuration
- Principle:AUTOMATIC1111 Stable diffusion webui UI Accessibility
Implementations
- Implementation:Open compass VLMEvalKit Ross
- Implementation:Farama Foundation Gymnasium AtariPreprocessing
- Implementation:Online ml River Stream TwitchChatStream
- Implementation:Speechbrain Speechbrain Load Hyperpyyaml Enhancement
- Implementation:Ucbepic Docetl Directive IsolatingSubtasks
- Implementation:Google deepmind Mujoco MJWarp Ray
- Implementation:Sktime Pytorch forecasting Base Pkg
- Implementation:Mit han lab Llm awq LlavaLlamaForCausalLM
- Implementation:Ggml org Llama cpp Llama Model Quantize
- Implementation:Turboderp org Exllamav2 ThreadPool
Heuristics
- Heuristic:DataExpert io Data engineer handbook Docker Volume Persistence Management
- Heuristic:Fastai Fastbook Learning Rate Finder Rule
- Heuristic:Eventual Inc Daft Execution Config Tuning
- Heuristic:TA Lib Ta lib python STOCHRSI Vs STOCH RSI
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:Anthropics Anthropic sdk python Warning Deprecated LegacyAPIResponse
- Heuristic:Lance format Lance Vector Index Tuning
- Heuristic:Ucbepic Docetl Rate Limit Exponential Backoff
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
- Heuristic:SeldonIO Seldon core Over Commit Memory Tip
Environments
- Environment:Neuml Txtai API Server Configuration
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:Openai Evals OpenAI API Configuration
- Environment:Microsoft Onnxruntime Windows Build Environment
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Vllm project Vllm CUDA GPU Runtime
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:Unstructured IO Unstructured All Docs