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:Risingwavelabs Risingwave Docker Deployment
- Workflow:NVIDIA DALI Custom Operator Development
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Deepspeedai DeepSpeed AutoTP Training
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:Duckdb Duckdb Code Generation Pipeline
- Workflow:AnswerDotAI RAGatouille ColBERT Training
- Workflow:Dotnet Machinelearning Binary Classification Pipeline
- Workflow:Alibaba MNN Python Model Inference
- Workflow:ChenghaoMou Text dedup Bloom Filter Deduplication
Principles
- Principle:ArroyoSystems Arroyo Connection Testing
- Principle:Treeverse LakeFS Import Source Preparation
- Principle:Volcengine Verl Dataset Acquisition
- Principle:Deepspeedai DeepSpeed AutoTP Model Loading
- Principle:DistrictDataLabs Yellowbrick Feature Ranking
- Principle:Langchain ai Langchain Structured Output Extraction
- Principle:Risingwavelabs Risingwave CDC Pipeline Coordination
- Principle:Mlflow Mlflow Metric Logging
- Principle:Helicone Helicone Response Parsing
- Principle:Triton inference server Server Container Distribution
Implementations
- Implementation:Microsoft DeepSpeedExamples Text Generation Test
- Implementation:Duckdb Duckdb Generate Auxiliary
- Implementation:Hpcaitech ColossalAI Booster Training Loop
- Implementation:Alibaba MNN CMake Build Converter
- Implementation:Langgenius Dify UseDataSourceList
- Implementation:Shiyu coder Kronos CustomFinetuneConfig Init
- Implementation:CARLA simulator Carla RawData
- Implementation:Facebookresearch Habitat lab NavDataset
- Implementation:Astronomer Astronomer cosmos Watcher Kubernetes Operators
- Implementation:Scikit learn Scikit learn MinCovDet
Heuristics
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
- Heuristic:Apache Flink Async Sink Timeout And Backpressure Defaults
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:Astronomer Astronomer cosmos Dbt Invocation Mode Selection
- Heuristic:Apache Beam GC Thrashing Detection
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:NVIDIA NeMo Curator GPU Memory Resource Allocation
- Heuristic:Unslothai Unsloth Gradient Checkpointing Modes
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:Ggml org Llama cpp GPU Layer Offloading Verification
Environments
- Environment:Bentoml BentoML Python Runtime
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:Microsoft Onnxruntime CPU Training Environment
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:Sgl project Sglang Runtime
- Environment:Huggingface Trl Quantization Environment