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:Cleanlab Cleanlab CleanLearning Robust Training
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:Zai org CogVideo SAT Finetuning
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
- Workflow:FlagOpen FlagEmbedding Embedder Finetuning
- Workflow:Volcengine Verl PPO Training With Reward Model
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
- Workflow:Kubeflow Pipelines Iterative Model Training
- Workflow:Cypress io Cypress Component Test Execution
- Workflow:Zai org CogVideo SAT Video Generation
Principles
- Principle:Marker Inc Korea AutoRAG Legacy QA Dataset Creation
- Principle:PrefectHQ Prefect Asset Materialization
- Principle:Unslothai Unsloth Supervised Finetuning
- Principle:ClickHouse ClickHouse Build Verification
- Principle:Togethercomputer Together python Audio Translation
- Principle:Alibaba ROLL Teacher Forward Inference
- Principle:EvolvingLMMs Lab Lmms eval Baseline Comparison
- Principle:Nautechsystems Nautilus trader Portfolio Analysis
- Principle:Interpretml Interpret EBM Model Merging
- Principle:Iterative Dvc Stage Freshness Detection
Implementations
- Implementation:Zai org CogVideo Load Image
- Implementation:Alibaba ROLL Agentic ActorWorker Loss Func
- Implementation:Openai Openai agents python Mkdocs Configuration
- Implementation:Apache Druid Publication Config Form
- Implementation:Open compass VLMEvalKit MEGABench Analysis Utils
- Implementation:Microsoft Semantic kernel ChatCompletionAgent
- Implementation:Scikit learn Scikit learn PlottingBase
- Implementation:CrewAIInc CrewAI Jina Scrape Tool
- Implementation:Langfuse Langfuse SendBatchExportSuccessEmail
- Implementation:Treeverse LakeFS Java SDK Model ImportCreation
Heuristics
- Heuristic:Apache Dolphinscheduler Datasource Cache Expiry
- Heuristic:Volcengine Verl Inplace Operations OOM Prevention
- Heuristic:Vespa engine Vespa KStemmer Dictionary Loading
- Heuristic:Obss Sahi Match Threshold Tuning
- Heuristic:Run llama Llama index Evaluator LLM Selection
- Heuristic:Run llama Llama index Finetuning Warmup Steps
- Heuristic:Getgauge Taiko Browser Launch Flags
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Huggingface Alignment handbook Gradient Checkpointing Use Cache
- Heuristic:Google research Deduplicate text datasets HACKSIZE Overlap Buffer
Environments
- Environment:Unslothai Unsloth Llama Cpp
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:TobikoData Sqlmesh Snowflake Connection
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Webdriverio Webdriverio Cloud Service Credentials
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Mit han lab Llm awq Flash Attention Environment
- Environment:Triton inference server Server TRT LLM Deployment