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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:Kornia Kornia Image Feature Matching
- Workflow:Onnx Onnx Version Conversion
- Workflow:Openclaw Openclaw Multi Agent Routing
- Workflow:Protectai Llm guard API Server Deployment
- Workflow:Huggingface Datasets Format Conversion
- Workflow:Mit han lab Llm awq HuggingFace Model Export
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:Diagram of thought Diagram of thought DoT Iterative Reasoning
- Workflow:Run llama Llama index OpenAI LLM Finetuning
- Workflow:Openai Openai agents python Tool Integrated Agent
Principles
- Principle:Axolotl ai cloud Axolotl Sequence Packing
- Principle:AUTOMATIC1111 Stable diffusion webui Hypernetwork training configuration
- Principle:Langgenius Dify Node Composition
- Principle:Vllm project Vllm Speculation Metrics Evaluation
- Principle:Mlflow Mlflow Training Execution
- Principle:AUTOMATIC1111 Stable diffusion webui Configuration Management
- Principle:Online ml River Sklearn Compatibility
- Principle:Risingwavelabs Risingwave Streaming Source Ingestion
- Principle:ClickHouse ClickHouse Code Review Process
- Principle:Scikit learn Scikit learn Feature Importance Analysis
Implementations
- Implementation:Huggingface Datasets IterableDataset Take
- Implementation:Openai Openai agents python RunContextWrapper
- Implementation:Speechbrain Speechbrain Train NMF
- Implementation:SeleniumHQ Selenium Cookie
- Implementation:LaurentMazare Tch rs Layer Norm
- Implementation:LaurentMazare Tch rs Translation Lang
- Implementation:Speechbrain Speechbrain Get Verification Scores
- Implementation:Lance format Lance Dataset Write
- Implementation:AUTOMATIC1111 Stable diffusion webui Canvas Zoom And Pan
- Implementation:Apache Shardingsphere ShowProcessListHandler Handle
Heuristics
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:Google deepmind Mujoco Mesh Quality For Collision
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Huggingface Alignment handbook DPO Beta Selection
- Heuristic:Neuml Txtai Llama Cpp Context Fallback
- Heuristic:DistrictDataLabs Yellowbrick Scikit Learn API Compatibility
- Heuristic:Huggingface Datasets Cache Fingerprinting Tips
Environments
- Environment:Mlc ai Web llm Node Build Toolchain
- Environment:Junyanz Pytorch CycleGAN and pix2pix DDP Multi GPU
- Environment:Webdriverio Webdriverio Cloud Service Credentials
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Alibaba MNN Python Export Environment
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:Spotify Luigi Python Runtime
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:Huggingface Datasets JAX Integration
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime