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 Autogen Studio Team Deployment
- Workflow:Farama Foundation Gymnasium Custom Environment Creation
- Workflow:Truera Trulens RAG With Guardrails
- Workflow:Ucbepic Docetl Playground Interactive Development
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:Snorkel team Snorkel Weak Supervision Pipeline
- Workflow:CrewAIInc CrewAI Knowledge RAG Pipeline
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Mlc ai Web llm Web Worker Deployment
Principles
- Principle:Allenai Open instruct vLLM Weight Sync
- Principle:Googleapis Python genai Image Generation
- Principle:Microsoft Onnxruntime Source Framework Training
- Principle:Apache Spark PR Merge Workflow
- Principle:Fastai Fastbook Activation Functions
- Principle:CrewAIInc CrewAI State Model Design
- Principle:Huggingface Peft Causal LM Dataset Preparation
- Principle:Apache Airflow Database Backend Configuration
- Principle:Haifengl Smile File Data Loading
- Principle:Openai Openai agents python Tool Input Guardrail Definition
Implementations
- Implementation:Huggingface Transformers Check Bad Commit
- Implementation:NVIDIA DALI URI Parser
- Implementation:LLMBook zh LLMBook zh github io LlamaModel
- Implementation:Treeverse LakeFS MkDocs Site Configuration
- Implementation:Sgl project Sglang OpenAI Client Setup
- Implementation:Zai org CogVideo GeneralLPIPSWithDiscriminator
- Implementation:ClickHouse ClickHouse Add Contrib Macro
- Implementation:Haosulab ManiSkill ReplicaCADSceneBuilder
- Implementation:Evidentlyai Evidently Row Test Summary
- Implementation:Interpretml Interpret Powerlift BicepAzureContainerInstance
Heuristics
- Heuristic:FlagOpen FlagEmbedding Same Dataset Batching Tip
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:Vibrantlabsai Ragas Temperature Sampling Strategy
- Heuristic:Recommenders team Recommenders TensorFlow Session Ordering
- Heuristic:Unslothai Unsloth Gradient Accumulation Accuracy
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
- Heuristic:Ollama Ollama VRAM Recovery And Scheduling
- Heuristic:Lance format Lance Warning Deprecated Legacy Encodings
- Heuristic:Anthropics Anthropic sdk python Streaming For Long Requests
Environments
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:Bigscience workshop Petals Python Transformers
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment
- Environment:Apache Kafka Release Toolchain Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment