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:Microsoft Playwright Network mocking and interception
- Workflow:Obss Sahi COCO Evaluation
- Workflow:Datahub project Datahub Metadata Ingestion Pipeline
- Workflow:Ollama Ollama OpenAI API Compatibility
- Workflow:Nightwatchjs Nightwatch Page Object Pattern
- Workflow:Lucidrains X transformers Encoder Decoder Sequence to Sequence
- Workflow:Pyro ppl Pyro MCMC Inference
- Workflow:DevExpress Testcafe CI Integration
- Workflow:BerriAI Litellm Fine Tuning Job
- Workflow:ARISE Initiative Robomimic Dataset Preparation Pipeline
Principles
- Principle:Neuml Txtai Voice Capture
- Principle:Promptfoo Promptfoo Dynamic Module Loading
- Principle:Huggingface Datatrove Parquet Data Writing
- Principle:Online ml River Drift State Inspection
- Principle:Zai org CogVideo Autoencoder Architecture
- Principle:Promptfoo Promptfoo Quality Gate Enforcement
- Principle:Openai Openai python Realtime Conversation Management
- Principle:ContextualAI HALOs LM Eval Benchmarking
- Principle:FlowiseAI Flowise Document Store Creation
- Principle:ContextualAI HALOs Data Preparation
Implementations
- Implementation:Treeverse LakeFS Java SDK Model UploadPart
- Implementation:Huggingface Transformers Add Adapter
- Implementation:Huggingface Datasets DownloadConfig
- Implementation:Predibase Lorax SGMV Expand Slice Kernel
- Implementation:NVIDIA TransformerEngine Common Init
- Implementation:Datahub project Datahub Check Docker Quickstart
- Implementation:Huggingface Datatrove InferenceDatasetCardGenerator
- Implementation:Sgl project Sglang Speculative Decoding Ops
- Implementation:Microsoft Onnxruntime CUDA ReductionAll
- Implementation:Hiyouga LLaMA Factory Trainer Utils
Heuristics
- Heuristic:LLMBook zh LLMBook zh github io LoRA Initialization Strategy
- Heuristic:Huggingface Alignment handbook DPO Beta Selection
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:Deepset ai Haystack Pipeline Max Runs Safety Limit
- Heuristic:OpenHands OpenHands Fail Open Rate Limiting
- Heuristic:FlowiseAI Flowise Edge Connection Type Matching
- Heuristic:ContextualAI HALOs LoRA Merge At Save
- Heuristic:Triton inference server Server Concurrency Throughput Rule
- Heuristic:Elevenlabs Elevenlabs python Client Timeout Configuration
- Heuristic:Astronomer Astronomer cosmos Deprecation Migration Paths
Environments
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:Mit han lab Llm awq CUDA Build Environment
- Environment:Groq Groq python Python Groq SDK
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:Datahub project Datahub Docker Quickstart Environment
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack