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:LaurentMazare Tch rs Pretrained Image Classification
- Workflow:Openai Whisper Audio Transcription
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:Onnx Onnx Model Creation
- Workflow:Datahub project Datahub Spark Lineage Capture
- Workflow:Scikit learn Scikit learn Supervised Classification
- Workflow:Helicone Helicone LLM Response Normalization
- Workflow:BerriAI Litellm Response Caching
- Workflow:AUTOMATIC1111 Stable diffusion webui Image to image generation
- Workflow:Huggingface Trl GRPO Training
Principles
- Principle:Infiniflow Ragflow Chat Application Creation
- Principle:Sktime Pytorch forecasting Samformer Architecture
- Principle:FlowiseAI Flowise Chatflow Persistence
- Principle:Teamcapybara Capybara Node Filtering
- Principle:PacktPublishing LLM Engineers Handbook REST API Serving
- Principle:Pyro ppl Pyro Funsor Backend HMM
- Principle:Huggingface Datasets Spark Dataset Building
- Principle:Ggml org Llama cpp Constrained Generation
- Principle:Vespa engine Vespa Java Bootstrap and Maven Build
- Principle:AUTOMATIC1111 Stable diffusion webui Deep Learning Model Architecture
Implementations
- Implementation:Online ml River ModelSelection Base
- Implementation:Anthropics Anthropic sdk python Provider API Interaction Impl
- Implementation:Alibaba ROLL Initialize Megatron
- Implementation:Datajuicer Data juicer RemoveHeaderMapper
- Implementation:Datahub project Datahub MetadataChangeProposalWrapper Init
- Implementation:Eventual Inc Daft Arrow Utils
- Implementation:Lance format Lance LegacyListEncoding
- Implementation:PeterL1n BackgroundMattingV2 ZipDataset
- Implementation:DevExpress Testcafe TestRunController
- Implementation:Ollama Ollama Imagegen Cache Step
Heuristics
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:Openai Evals Thread Tuning
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
- Heuristic:Alibaba ROLL PPO Clipping Defaults
- Heuristic:Roboflow Rf detr Small Dataset Oversampling
- Heuristic:BerriAI Litellm SSL Cipher Optimization
- Heuristic:Hpcaitech ColossalAI Warmup Steps Heuristic
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
Environments
- Environment:Predibase Lorax Model Source Credentials
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:Langgenius Dify Docker Compose Environment
- Environment:Sgl project Sglang OpenAI
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:Unslothai Unsloth Python Transformers
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment