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:Vibrantlabsai Ragas RAG Evaluation
- Workflow:Tencent Ncnn PyTorch Model Conversion and Inference
- Workflow:Apache Flink File Source Pipeline
- Workflow:Google deepmind Dm control Manipulation Task Setup
- Workflow:Microsoft DeepSpeedExamples RLHF Training Pipeline
- Workflow:Datajuicer Data juicer Dataset Quality Analysis
- Workflow:Onnx Onnx Version Conversion
- Workflow:Groq Groq python Text To Speech
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Infiniflow Ragflow Knowledge Base Document Ingestion
Principles
- Principle:Huggingface Datasets Dataset Shuffling
- Principle:Sktime Pytorch forecasting Recurrent Architecture
- Principle:CARLA simulator Carla Build Prerequisites
- Principle:Farama Foundation Gymnasium Environment Instantiation
- Principle:Mistralai Client python Response Processing
- Principle:Zai org CogVideo Diffusion Training Loop
- Principle:PeterL1n BackgroundMattingV2 Checkpoint management
- Principle:Apache Flink Compacted Committable Emission
- Principle:Lakeraai Pint benchmark Dataset Preparation
- Principle:Cleanlab Cleanlab Token Label Quality Scoring
Implementations
- Implementation:Deepspeedai DeepSpeed Evoformer Tile Iterator Residual
- Implementation:TobikoData Sqlmesh LoadingContainer
- Implementation:Mlc ai Mlc llm Prepare libs
- Implementation:AUTOMATIC1111 Stable diffusion webui UniPC Sampler
- Implementation:Online ml River Stats Skew
- Implementation:NVIDIA DALI C API V2 Pipeline Tests
- Implementation:Pytorch Serve IpexLLMHandler
- Implementation:TobikoData Sqlmesh SplitPane
- Implementation:Teamcapybara Capybara Selector Filters Base
- Implementation:Iterative Dvc Repo Imp Url
Heuristics
- Heuristic:Langchain ai Langgraph Deprecation Migration Guide
- Heuristic:ARISE Initiative Robosuite Numba BSOD Workaround
- Heuristic:Avdvg InjectGuard Dataset Coverage Recall Bound
- Heuristic:Openai Openai node Browser Safety Guard
- Heuristic:ARISE Initiative Robosuite Domain Randomization Tuning
- Heuristic:Microsoft Semantic kernel Custom HttpClient Retry Policy
- Heuristic:Deepset ai Haystack BM25 Score Scaling
- Heuristic:AUTOMATIC1111 Stable diffusion webui GTX 16 Series FP16 Workaround
- Heuristic:Snorkel team Snorkel Binary Only Slicing
- Heuristic:Ggml org Llama cpp GPU Layer Offloading Verification
Environments
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:Treeverse LakeFS LakeFS Server Environment