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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:Elevenlabs Elevenlabs python Text to Speech Generation
- Workflow:Haifengl Smile Matrix Decomposition Pipeline
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:Langgenius Dify Plugin Management
- Workflow:Huggingface Optimum Automatic Tensor Parallelization
- Workflow:Neuml Txtai Pipeline Workflow Chaining
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:Turboderp org Exllamav2 Interactive Chat
- Workflow:Haosulab ManiSkill Sim2Real Deployment
Principles
- Principle:Bentoml BentoML Composed Pipeline Testing
- Principle:Facebookresearch Audiocraft Latent Decoding and Audio Output
- Principle:DataExpert io Data engineer handbook SQL Verification Queries
- Principle:Langgenius Dify URLDrivenState
- Principle:Apache Paimon Atomic Commit
- Principle:Deepseek ai Janus Image Post Processing
- Principle:Fede1024 Rust rdkafka Message Ownership Transfer
- Principle:Mlflow Mlflow Protobuf Code Generation
- Principle:Helicone Helicone Provider Registration
- Principle:FlowiseAI Flowise Organization Management
Implementations
- Implementation:Datajuicer Data juicer SentenceSplitMapper
- Implementation:Lance format Lance VectorThroughputBench
- Implementation:Tensorflow Serving Executor
- Implementation:Run llama Llama index QueryPlanTool
- Implementation:Pyro ppl Pyro NeuTra
- Implementation:Google deepmind Mujoco User Objects Header
- Implementation:Openai Openai agents python Usage Tracking Pattern
- Implementation:InternLM Lmdeploy Gemm TunerParams
- Implementation:Microsoft Onnxruntime CUDA ReductionAll
- Implementation:Microsoft Autogen Studio Common Fields
Heuristics
- Heuristic:Kornia Kornia Lazy Loading Optional Deps
- Heuristic:ThreeSR Awesome Inference Time Scaling API Rate Limiting Tip
- Heuristic:ARISE Initiative Robomimic HDF5 Cache Mode Selection
- Heuristic:Teamcapybara Capybara Negative Predicate Matching
- Heuristic:Iterative Dvc Path Performance Optimization
- Heuristic:AUTOMATIC1111 Stable diffusion webui VRAM Management Strategies
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
- Heuristic:Wandb Weave Concurrency Deadlock Prevention
- Heuristic:Mlfoundations Open flamingo Gradient Clipping Max Norm
Environments
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Vllm project Vllm AArch64 CPU
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Langgenius Dify Vector Database Environment
- Environment:Wandb Weave Trace Server Infrastructure
- Environment:Predibase Lorax Docker Container Runtime
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:Pola rs Polars Cloud Storage Environment
- Environment:FlowiseAI Flowise Queue Mode Environment