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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:LMCache LMCache P2P KV Cache Sharing
- Workflow:Helicone Helicone LLM Response Normalization
- Workflow:Neuml Txtai RAG Pipeline
- Workflow:Googleapis Python genai Image Generation Pipeline
- Workflow:ARISE Initiative Robosuite Gymnasium RL Integration
- Workflow:AUTOMATIC1111 Stable diffusion webui Image postprocessing and upscaling
- Workflow:OpenBMB UltraFeedback GPT4 Preference Annotation
- Workflow:Bentoml BentoML Bento Build And Containerization
- Workflow:Pyro ppl Pyro SVI Training
- Workflow:Eventual Inc Daft Data Lakehouse ETL
Principles
- Principle:Protectai Modelscan Scanner Plugin Architecture
- Principle:Isaac sim IsaacGymEnvs Environment Setup
- Principle:Ggml org Llama cpp Grammar Constrained Decoding
- Principle:Wandb Weave Prompt Versioning
- Principle:Recommenders team Recommenders Benchmark Results Compilation
- Principle:Hiyouga LLaMA Factory Distributed Training
- Principle:Trailofbits Fickling PyTorch Model Wrapping
- Principle:Helicone Helicone Cloud Authentication
- Principle:Bentoml BentoML Model Loading From Store
- Principle:NVIDIA NeMo Aligner RLHF Prompt Data Preparation
Implementations
- Implementation:CrewAIInc CrewAI Flow State Model
- Implementation:Avhz RustQuant Gaussian Distribution
- Implementation:ArroyoSystems Arroyo Sql Functions
- Implementation:Apache Shardingsphere RuleItemConfigurationChangedHandler Handle
- Implementation:CARLA simulator Carla RoadElementSet
- Implementation:Open compass VLMEvalKit SArena LPIPS
- Implementation:Norrrrrrr lyn WAInjectBench text ensemble detect
- Implementation:Datahub project Datahub HasGlossaryTerms Mixin
- Implementation:Microsoft Playwright CookieStore
- Implementation:Apache Druid Type Registry
Heuristics
- Heuristic:Microsoft Agent framework PowerFx Python Version Limit
- Heuristic:Helicone Helicone Cost Precision Multiplier
- Heuristic:SeleniumHQ Selenium Explicit Over Implicit Waits
- Heuristic:Explodinggradients Ragas Retry And Backoff Configuration
- Heuristic:Eric mitchell Direct preference optimization Activation Checkpointing Memory
- Heuristic:Guardrails ai Guardrails Sentence Tokenizer Optimization
- Heuristic:Deepspeedai DeepSpeed ZeRO Pipeline Incompatibility
- Heuristic:HKUDS AI Trader Linear Retry Backoff
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:Ggml org Llama cpp Quantization Quality Tips
Environments
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:Apache Paimon Python Core Runtime
- Environment:Neuml Txtai Python Core Environment
- Environment:Triton inference server Server TRT LLM Deployment
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Deepspeedai DeepSpeed CUDA GPU Environment
- Environment:Langgenius Dify Vector Database Environment
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies