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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:Triton inference server Server Quickstart Model Deployment
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:Kornia Kornia Edge Detection Pipeline
- Workflow:Pola rs Polars SQL Query Interface
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:Apache Druid SQL Query Execution
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:Facebookresearch Audiocraft JASCO Conditioned Music Generation
Principles
- Principle:Haosulab ManiSkill RL Evaluation Checkpointing
- Principle:Neuml Txtai Numeric Vector Search
- Principle:NVIDIA NeMo Aligner Reward Model Serving
- Principle:Hpcaitech ColossalAI SFT Training Execution
- Principle:Googleapis Python genai Live Music Generation
- Principle:Wandb Weave Model Definition
- Principle:ArroyoSystems Arroyo Job State Machine
- Principle:Webdriverio Webdriverio W3C WebDriver Bidi Specification
- Principle:Fastai Fastbook Latent Factor Model
- Principle:Openai Evals YAML Registry Configuration
Implementations
- Implementation:Ollama Ollama KVCache Wrapper
- Implementation:Open compass VLMEvalKit HFChatModel
- Implementation:Deepspeedai DeepSpeed SIMD Abstraction
- Implementation:Arize ai Phoenix Legacy Generate
- Implementation:Google deepmind Mujoco MJX Warp Forward
- Implementation:Online ml River Stream Iter Vaex
- Implementation:Google deepmind Mujoco mj loadXML
- Implementation:EvolvingLMMs Lab Lmms eval BabyVision Utils
- Implementation:Mlc ai Mlc llm Generation Config
- Implementation:NVIDIA TransformerEngine Fused Attn F16 Max512
Heuristics
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
- Heuristic:Zai org CogVideo Data Preparation Best Practices
- Heuristic:Intel Ipex llm LoRA Target All Linear Layers
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
- Heuristic:Groq Groq python Streaming Usage Stats
- Heuristic:Microsoft Autogen Model Context Limiting
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:Vibrantlabsai Ragas Temperature Sampling Strategy
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
- Heuristic:Fede1024 Rust rdkafka Regular Polling Required
Environments
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:Microsoft Playwright Platform Support Environment
- Environment:Getgauge Taiko Node Runtime
- Environment:LLMBook zh LLMBook zh github io Data Processing Environment
- Environment:Lance format Lance Cloud Storage Credentials
- Environment:Openai Openai node WebSocket Dependency
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:ARISE Initiative Robosuite GPU Rendering