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:Pyro ppl Pyro VAE Training
- Workflow:Huggingface Optimum Model Export
- Workflow:Risingwavelabs Risingwave Streaming ETL Pipeline
- Workflow:Spotify Luigi Local Batch Pipeline
- Workflow:AUTOMATIC1111 Stable diffusion webui Text to image generation
- Workflow:ARISE Initiative Robomimic Dataset Preparation Pipeline
- Workflow:HKUDS AI Trader Multi Agent Comparison
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:Haotian liu LLaVA LoRA Finetuning
- Workflow:Intel Ipex llm Pipeline Parallel Inference
Principles
- Principle:Langgenius Dify PaymentIntegration
- Principle:Fastai Fastbook Model Interpretation
- Principle:Bitsandbytes foundation Bitsandbytes Blockwise Quantization
- Principle:Iamhankai Forest of Thought Chain of Thought Reasoning
- Principle:Scikit learn Scikit learn Learning Curve Analysis
- Principle:Apache Airflow Executor Dispatch
- Principle:CarperAI Trlx Hyperparameter Sweep
- Principle:Neuml Txtai Late Interaction Retrieval
- Principle:Getgauge Taiko Response Mocking
- Principle:Pyro ppl Pyro Execution Trace
Implementations
- Implementation:LMCache LMCache Bypass Lookup Client
- Implementation:Scikit learn Scikit learn Exceptions
- Implementation:Google deepmind Mujoco MJWarp Derivative
- Implementation:Openai Openai agents python Image Tool Output Pattern
- Implementation:TobikoData Sqlmesh GithubCICDBotConfig Init
- Implementation:Hiyouga LLaMA Factory Chat Template
- Implementation:Avhz RustQuant Sequences
- Implementation:Microsoft Onnxruntime OnnxSparseTensor
- Implementation:LaurentMazare Tch rs Resnet18 No Final Layer
- Implementation:Treeverse LakeFS Java SDK Model GarbageCollectionPrepareResponse
Heuristics
- Heuristic:Sdv dev SDV Version Compatibility
- Heuristic:Wandb Weave Retry And Error Handling
- Heuristic:Unstructured IO Unstructured Multi Python Matrix
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:Astronomer Astronomer cosmos Dbt Invocation Mode Selection
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:Mlfoundations Open flamingo Hungarian MMC4 Image Text Matching
- Heuristic:Datajuicer Data juicer Partition Size Tuning
Environments
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:InternLM Lmdeploy Build From Source
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Spotify Luigi Hadoop HDFS Cluster
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Microsoft Autogen Studio Server Environment
- Environment:Neuml Txtai API Server Configuration
- Environment:Huggingface Datasets SQL Dependencies