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:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Allenai Open instruct Reward Model Training
- Workflow:Trailofbits Fickling Pickle Safety Analysis
- Workflow:Nautechsystems Nautilus trader Live trading deployment
- Workflow:Rapidsai Cuml GPU Clustering
- Workflow:Openai Openai python Embeddings Generation
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:Tensorflow Tfjs Sequential Model Training
- Workflow:Treeverse LakeFS External Data Import
- Workflow:Onnx Onnx Version Conversion
Principles
- Principle:FlagOpen FlagEmbedding Multimodal Retrieval
- Principle:Teamcapybara Capybara Pre Registered Drivers
- Principle:AUTOMATIC1111 Stable diffusion webui Memory Management
- Principle:Triton inference server Server HTTP Server Architecture
- Principle:Pyro ppl Pyro Time Series Forecasting
- Principle:Apache Beam Job Submission Twister2
- Principle:Mlfoundations Open flamingo Distributed Checkpointing
- Principle:Huggingface Datasets Lance Dataset Building
- Principle:Spotify Luigi Spark Pipeline Execution
- Principle:Datahub project Datahub Entity Upsert
Implementations
- Implementation:Langgenius Dify Tailwind Theme Var Define
- Implementation:Langgenius Dify Service Access Control
- Implementation:Togethercomputer Together python Embeddings Create
- Implementation:Anthropics Anthropic sdk python General Utils
- Implementation:Axolotl ai cloud Axolotl Setup Reference Model
- Implementation:DevExpress Testcafe TypeScriptCompiler
- Implementation:Treeverse LakeFS Java SDK RepositoriesApi
- Implementation:Cypress io Cypress Lerna Nx Build
- Implementation:Pola rs Polars SQLContext CTE and DDL
- Implementation:Protectai Llm guard Output URLReachability
Heuristics
- Heuristic:HKUDS AI Trader Market Type Auto Detection
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:OpenBMB UltraFeedback Score Parsing Robustness
- Heuristic:CARLA simulator Carla PID Controller Tuning
- Heuristic:Onnx Onnx External Data Path Security
- Heuristic:Iterative Dvc YAML Dual Parser Strategy
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
- Heuristic:Tensorflow Serving Model Warmup Strategy
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
- Heuristic:Openai Openai agents python Default Max Turns Safety Limit
Environments
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:DevExpress Testcafe Node Runtime
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:Tencent Ncnn Build Environment
- Environment:Mistralai Client python Agents Environment
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:VainF Torch Pruning CUDA GPU Benchmarking
- Environment:Kserve Kserve Python Runtime
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:Openclaw Openclaw Gateway Network Ports