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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:Alibaba MNN Model Compression
- Workflow:Langchain ai Langchain Chat Model Invocation
- Workflow:Huggingface Diffusers Text to Image Inference
- Workflow:Apache Shardingsphere Cluster Mode Initialization
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
- Workflow:Neuml Txtai Semantic Search
- Workflow:OpenHands OpenHands GitHub Webhook Event Processing
- Workflow:Apache Spark Release Process
- Workflow:Astronomer Astronomer cosmos Watcher execution mode
- Workflow:Huggingface Diffusers ControlNet Guided Generation
Principles
- Principle:ClickHouse ClickHouse Wide Integer Arithmetic
- Principle:LMCache LMCache Segment Based KV Caching
- Principle:Arize ai Phoenix Experiment Evaluator Definition
- Principle:Onnx Onnx Reference Evaluation Init
- Principle:Tencent Ncnn TorchScript Export
- Principle:Huggingface Datasets Compressed Filesystem Access
- Principle:Speechbrain Speechbrain Perceptual Quality Evaluation
- Principle:Pyro ppl Pyro Robust Likelihood Functions
- Principle:Speechbrain Speechbrain Custom Batch Training For Separation
- Principle:Lm sys FastChat OpenAI Compatible API Serving
Implementations
- Implementation:Langchain ai Langchain Qdrant Vector Utils
- Implementation:EvolvingLMMs Lab Lmms eval Consolidate Results
- Implementation:Open compass VLMEvalKit Video Holmes
- Implementation:Datahub project Datahub HasGlossaryTerms Mixin
- Implementation:Openai Openai python Shared Params Function Definition
- Implementation:Cohere ai Cohere python EmbedJob Model
- Implementation:Microsoft Autogen Studio Generate Image Tool
- Implementation:Infiniflow Ragflow Rag Tokenizer Tokenize
- Implementation:Open compass VLMEvalKit MMHelix Sokoban Eval
- Implementation:FlagOpen FlagEmbedding Hn Mine Script
Heuristics
- Heuristic:Obss Sahi Match Threshold Tuning
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:Google deepmind Mujoco Thread Pool Configuration
- Heuristic:TA Lib Ta lib python STOCHRSI Vs STOCH RSI
- Heuristic:DataTalksClub Data engineering zoomcamp DuckDB OOM Memory Management
- Heuristic:CarperAI Trlx Batch Size Tuning
- Heuristic:Avdvg InjectGuard Embedding Normalization Cosine Equivalence
- Heuristic:Apache Airflow Memory Management Tips
- Heuristic:Turboderp org Exllamav2 Paged Cache Configuration
Environments
- Environment:LLMBook zh LLMBook zh github io Bitsandbytes Quantization Environment
- Environment:OpenBMB UltraFeedback OpenAI API Environment
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:Mlc ai Mlc llm OpenCL Android Environment
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Sgl project Sglang OpenAI
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:BerriAI Litellm Observability Stack
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment