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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:Apache Dolphinscheduler Datasource Connection Management
- Workflow:Openclaw Openclaw Multi Agent Routing
- Workflow:OpenBMB UltraFeedback GPT4 Preference Annotation
- Workflow:PeterL1n BackgroundMattingV2 Image matting inference
- Workflow:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
- Workflow:BerriAI Litellm Router Load Balancing
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Mlflow Mlflow GenAI Evaluation
- Workflow:Haosulab ManiSkill Imitation Learning Pipeline
Principles
- Principle:Ggml org Llama cpp Chat Message Parsing
- Principle:Gretelai Gretel synthetics DGAN Network Building
- Principle:Hpcaitech ColossalAI Vector Embedding Retrieval
- Principle:AnswerDotAI RAGatouille Training Configuration
- Principle:Getgauge Taiko Gauge Test Execution
- Principle:Scikit learn Scikit learn Feature Encoding
- Principle:Ggml org Ggml Hexagon DSP Computation
- Principle:Allenai Open instruct Tensor Caching
- Principle:LLMBook zh LLMBook zh github io Quality Filtering
- Principle:AUTOMATIC1111 Stable diffusion webui Webui Global State Management
Implementations
- Implementation:NVIDIA TransformerEngine PyTorch Extensions Header
- Implementation:Google deepmind Dm control Suite Stacker
- Implementation:Cohere ai Cohere python V2ChatResponse Model
- Implementation:Apache Paimon RowType
- Implementation:Datajuicer Data juicer Job Monitor
- Implementation:Microsoft Semantic kernel Google Embeddings TestData
- Implementation:NVIDIA TransformerEngine PyTorch Ext Cast
- Implementation:Langfuse Langfuse BullMQ Queue Factory
- Implementation:AUTOMATIC1111 Stable diffusion webui LearnRateScheduler
- Implementation:Open compass VLMEvalKit VLAAThinkerChat
Heuristics
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
- Heuristic:Openai Openai python Timeout Connection Defaults
- Heuristic:Microsoft Autogen Model Context Limiting
- Heuristic:Fastai Fastbook Random Forest Defaults
- Heuristic:Farama Foundation Gymnasium Sync Vs Async VectorEnv Selection
- Heuristic:Speechbrain Speechbrain Dynamic Mixing Parameters
- Heuristic:Dotnet Machinelearning FastTree Default Hyperparameters
- Heuristic:Princeton nlp Tree of thought llm Functools Partial Model Binding
- Heuristic:Cohere ai Cohere python Tokenizer Cache With TTL
- Heuristic:Cleanlab Cleanlab KNN Distance Metric Selection
Environments
- Environment:Tensorflow Serving Python Client Environment
- Environment:Getgauge Taiko Chromium Browser
- Environment:Huggingface Trl Quantization Environment
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:Deepspeedai DeepSpeed CUDA GPU Environment
- Environment:Pola rs Polars Python Runtime Environment
- Environment:Kserve Kserve GPU Accelerator
- Environment:Groq Groq python Python Groq SDK
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:Hpcaitech ColossalAI GRPO Distributed Environment