Main Page
27,667
Total Pages
1,118
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.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
Browse by Category
| 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:Mistralai Client python Text Embeddings
- Workflow:Kornia Kornia Image Stitching Panorama
- Workflow:Apache Dolphinscheduler Datasource Connection Management
- Workflow:Risingwavelabs Risingwave CDC Data Replication
- Workflow:Eric mitchell Direct preference optimization Custom Dataset Integration
- Workflow:Princeton nlp SimPO Model Inference
- Workflow:Turboderp org Exllamav2 EXL2 Model Conversion
- Workflow:Mistralai Client python Streaming Chat Completion
- Workflow:Openai Openai node Realtime Conversation
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
Principles
- Principle:Diagram of thought Diagram of thought Typed Record Parsing
- Principle:Protectai Llm guard Programming Language Detection
- Principle:BerriAI Litellm Logging Payload Construction
- Principle:Ggml org Llama cpp Chat Completions
- Principle:Sktime Pytorch forecasting V2 Data Pipeline
- Principle:Apache Airflow DAG Definition
- Principle:Cleanlab Cleanlab Object Detection Visualization
- Principle:Online ml River Estimator Validation Framework
- Principle:Huggingface Transformers Benchmark Results Persistence
- Principle:OpenHands OpenHands Name Validation
Implementations
- Implementation:EvolvingLMMs Lab Lmms eval IFEval Instructions Util
- Implementation:AnswerDotAI RAGatouille RAGPretrainedModel From Index
- Implementation:Ggml org Llama cpp Llama Decode
- Implementation:FlagOpen FlagEmbedding BGE Coder CorpusGenerator
- Implementation:Langchain ai Langgraph BaseStore And InMemoryStore
- Implementation:Huggingface Datasets Nifti
- Implementation:OpenGVLab InternVL LLaVA Gradio Web Server
- Implementation:CrewAIInc CrewAI Stagehand Tool
- Implementation:Scikit learn Scikit learn MeanShift
- Implementation:FlagOpen FlagEmbedding LLARA Pretrain Modeling
Heuristics
- Heuristic:Ucbepic Docetl Rate Limit Exponential Backoff
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
- Heuristic:Tensorflow Tfjs WebGL Shader Warmup
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
- Heuristic:OpenGVLab InternVL Packed Training Buffer Management
- Heuristic:ThreeSR Awesome Inference Time Scaling API Rate Limiting Tip
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Allenai Open instruct Gradient Clipping Norm
Environments
- Environment:Lm sys FastChat SFT Training Environment
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Lance format Lance Cloud Storage Credentials
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Pytorch Serve vLLM Engine Environment
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Huggingface Datatrove IO Dependencies
- Environment:TobikoData Sqlmesh GitHub CICD Runner