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:Wandb Weave LLM Integration Tracing
- Workflow:Anthropics Anthropic sdk python Cloud Provider Deployment
- Workflow:Apache Beam Portable Pipeline Submission
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:LLMBook zh LLMBook zh github io LLM Pretraining
- Workflow:Mage ai Mage ai Destination Data Loading
- Workflow:Treeverse LakeFS External Data Import
- Workflow:Langgenius Dify Visual Workflow Builder
- Workflow:OpenBMB UltraFeedback Dataset Construction
- Workflow:MarketSquare Robotframework browser Plugin Development
Principles
- Principle:Recommenders team Recommenders Negative Sampling For Implicit Feedback
- Principle:Pytorch Serve vLLM Inference
- Principle:Pyro ppl Pyro Conditional Density Estimation
- Principle:Dotnet Machinelearning Binary Model Evaluation
- Principle:Langchain ai Langgraph Graph Execution
- Principle:Deepspeedai DeepSpeed Engine Initialization
- Principle:Langfuse Langfuse Export Completion Notification
- Principle:Treeverse LakeFS Commit
- Principle:Deepspeedai DeepSpeed Pipeline Engine Init
- Principle:Fastai Fastbook Feature Engineering
Implementations
- Implementation:Huggingface Open r1 Get Model and Tokenizer
- Implementation:DataTalksClub Data engineering zoomcamp Redpanda JsonProducer
- Implementation:Haosulab ManiSkill BaseStruct
- Implementation:MaterializeInc Materialize Crate Diagram CLI
- Implementation:Tensorflow Tfjs GPT2CausalLM Generate
- Implementation:Sgl project Sglang GEMM Universal Base Compat
- Implementation:EvolvingLMMs Lab Lmms eval Process Results
- Implementation:Evidentlyai Evidently UI PNPM Lock
- Implementation:FlowiseAI Flowise ServerLogsView
- Implementation:BerriAI Litellm Batch Utils
Heuristics
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:Pola rs Polars Use Spawn Not Fork Multiprocessing
- Heuristic:LaurentMazare Tch rs Safetensors Format Preference
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Unslothai Unsloth Gradient Accumulation Accuracy
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:Eventual Inc Daft Runner Selection Guide
- Heuristic:Allenai Open instruct Polyak Reference Update
- Heuristic:TobikoData Sqlmesh Forward Only Safety
Environments
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:Sgl project Sglang Python Dependencies
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Avhz RustQuant Rust Stable
- Environment:Spotify Luigi SQLAlchemy Database