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:Turboderp org Exllamav2 EXL2 Model Conversion
- Workflow:Explodinggradients Ragas RAG Evaluation
- Workflow:Apache Dolphinscheduler Workflow Execution Lifecycle
- Workflow:Treeverse LakeFS Garbage Collection
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:Ray project Ray Remote Task Execution
- Workflow:LaurentMazare Tch rs MNIST Training
- Workflow:Duckdb Duckdb Code Generation Pipeline
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:NVIDIA TransformerEngine Accelerate HF Llama With TE
Principles
- Principle:Online ml River KSWIN Drift Detection
- Principle:Deepset ai Haystack In Memory Document Storage
- Principle:Openclaw Openclaw Tool Policy Configuration
- Principle:Lance format Lance Time Travel Queries
- Principle:FMInference FlexLLMGen CUDA Type Conversion
- Principle:Princeton nlp SimPO Response Post Processing
- Principle:EvolvingLMMs Lab Lmms eval Model Testing
- Principle:Mlflow Mlflow Documentation Site Configuration
- Principle:ArroyoSystems Arroyo SQL Table Integration
- Principle:Langgenius Dify WorkflowArchitecture
Implementations
- Implementation:Ollama Ollama Imagegen GPT OSS
- Implementation:Risingwavelabs Risingwave JniSinkWriterStreamRequest
- Implementation:Apache Beam InMemoryJobService Prepare
- Implementation:Pyro ppl Pyro Stable
- Implementation:Google deepmind Dm control Randomizers
- Implementation:Hiyouga LLaMA Factory SFT Trainer
- Implementation:Heibaiying BigData Notes FlinkToMySQLSink Implementation
- Implementation:Arize ai Phoenix Legacy Audio Templates
- Implementation:Infiniflow Ragflow Admin Login Page
- Implementation:FlagOpen FlagEmbedding LLM Dense Retriever Data
Heuristics
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:Openclaw Openclaw Conservative Error Retry Classification
- Heuristic:Teamcapybara Capybara Frozen Time Detection
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
- Heuristic:Apache Druid Cluster Health Diagnostic Thresholds
- Heuristic:Protectai Llm guard PyTorch Compile Warmup
- Heuristic:Mistralai Client python Tool Docstring Requirement
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
Environments
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Huggingface Trl Quantization Environment
- Environment:Mlc ai Mlc llm OpenCL Android Environment
- Environment:NVIDIA NeMo Curator Video Codec Stack
- Environment:Openai Openai python Azure OpenAI