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:Iterative Dvc Remote Data Sync
- Workflow:Scikit learn contrib Imbalanced learn Balanced Deep Learning Training
- Workflow:Huggingface Datasets Format Conversion
- Workflow:Turboderp org Exllamav2 Text Generation
- Workflow:Puppeteer Puppeteer Request Interception
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:Unstructured IO Unstructured Document Partitioning
- Workflow:Volcengine Verl Data Preprocessing For RL
- Workflow:LLMBook zh LLMBook zh github io LoRA Finetuning
- Workflow:Sgl project Sglang Online Serving With OpenAI API
Principles
- Principle:OpenBMB UltraFeedback Result Collection
- Principle:Zai org CogVideo Autoencoder Architecture
- Principle:Microsoft Playwright Export and Refine
- Principle:Huggingface Datasets Dataset Metadata Configuration
- Principle:Google deepmind Mujoco Thread Pool Management
- Principle:Langchain ai Langgraph Thread Lifecycle Management
- Principle:Openai Whisper Audio Padding And Trimming
- Principle:Helicone Helicone Cost Computation
- Principle:Langchain ai Langchain Tool Binding
- Principle:TobikoData Sqlmesh Development Environment Creation
Implementations
- Implementation:Online ml River FeatureExtraction Agg
- Implementation:Sktime Pytorch forecasting Lightning Trainer
- Implementation:Huggingface Datatrove TokenDataset
- Implementation:Allenai Open instruct RM Evaluate
- Implementation:NVIDIA TransformerEngine Fp8Unpadding
- Implementation:Langfuse Langfuse CreateEvalJobs
- Implementation:Huggingface Trl Get Peft Config SFT
- Implementation:FlowiseAI Flowise MainLayout
- Implementation:Vespa engine Vespa Bootstrap And Java Sh
- Implementation:Recommenders team Recommenders Start Or Get Spark
Heuristics
- Heuristic:Fastai Fastbook Embedding Size Rule
- Heuristic:Hiyouga LLaMA Factory Gradient Checkpointing Memory Optimization
- Heuristic:Microsoft Agent framework Typed Agent Options Pattern
- Heuristic:Allenai Open instruct Gradient Clipping Norm
- Heuristic:Princeton nlp Tree of thought llm API Request Batching
- Heuristic:Duckdb Duckdb Version Sync Across Files
- Heuristic:Alibaba MNN Memory Mode Selection
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:Kserve Kserve Autoscaler Concurrency Target
- Heuristic:PacktPublishing LLM Engineers Handbook Token Window Safety Margin
Environments
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Alibaba MNN CPU Build Environment
- Environment:Marker Inc Korea AutoRAG Japanese NLP Dependencies
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:Openai Evals OpenAI API Configuration
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Apache Hudi Java Maven Build Environment