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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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|---|---|---|
| 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:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Googleapis Python genai Text Content Generation
- Workflow:Openai Openai node Function Calling
- Workflow:Apache Kafka PR Merge And Backport
- Workflow:Vllm project Vllm Vision Language Inference
- Workflow:Pytorch Serve Large Model Inference
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Translation
- Workflow:Openai Openai agents python Basic Agent Execution
- Workflow:Pola rs Polars SQL Query Interface
- Workflow:Scikit learn Scikit learn Supervised Classification
Principles
- Principle:Langgenius Dify Model Provider Management
- Principle:Pola rs Polars Dynamic Temporal Aggregation
- Principle:Alibaba ROLL LLM Response Generation
- Principle:Nautechsystems Nautilus trader Live Trading Node Setup
- Principle:Openclaw Openclaw Gateway Restart
- Principle:Open compass VLMEvalKit Environment Setup
- Principle:Marker Inc Korea AutoRAG REST API Deployment
- Principle:Pytorch Serve Tensor Parallel LLM Architecture
- Principle:Openai Openai python Realtime Conversation Management
- Principle:AUTOMATIC1111 Stable diffusion webui UI Architecture
Implementations
- Implementation:Explodinggradients Ragas RubricsScore Metric
- Implementation:InternLM Lmdeploy Pipeline Factory AWQ
- Implementation:Vllm project Vllm CPU Attn NEON BFMMLA
- Implementation:Scikit learn contrib Imbalanced learn geometric mean score
- Implementation:Wandb Weave Run Setup In Codex
- Implementation:Pola rs Polars Group By Dynamic
- Implementation:Mlc ai Mlc llm Gemma2 Loader
- Implementation:TobikoData Sqlmesh ModelConfig To Sqlmesh
- Implementation:Openai Openai agents python CodexTool Pattern
- Implementation:Isaac sim IsaacGymEnvs Torch Jit Utils
Heuristics
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:Spotify Luigi PySpark Task Serialization
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
- Heuristic:Rapidsai Cuml GPU Cache Alignment
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:ARISE Initiative Robomimic Rollout Horizon Selection
- Heuristic:Zai org CogVideo CPU Offload Strategy
- Heuristic:Mlc ai Mlc llm Optimization Level Selection
Environments
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Protectai Llm guard API Server Deployment
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Eric mitchell Direct preference optimization Python Dependencies
- Environment:HKUDS AI Trader Browser Runtime