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:Pyro ppl Pyro SVI Training
- Workflow:CarperAI Trlx RLHF Summarization Pipeline
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Openai CLIP Zero shot image classification
- Workflow:Arize ai Phoenix Dataset and Experiment Lifecycle
- Workflow:PrefectHQ Prefect Dbt Model Orchestration
- Workflow:DevExpress Testcafe Programmatic Test Execution
- Workflow:Tensorflow Tfjs Sequential Model Training
Principles
- Principle:Triton inference server Server API Access Restriction
- Principle:Trailofbits Fickling Polyglot File Creation
- Principle:Recommenders team Recommenders Spark Random Data Splitting
- Principle:Haosulab ManiSkill Robot Agent Definition
- Principle:Interpretml Interpret Classification Performance Curves
- Principle:Arize ai Phoenix Application Instrumentation
- Principle:Dotnet Machinelearning Field Aware Factorization Machine
- Principle:Volcengine Verl Reward Model Scoring
- Principle:Kubeflow Pipelines XGBoost Model Prediction
- Principle:Microsoft LoRA LoRA Training Loop
Implementations
- Implementation:Treeverse LakeFS Commit Operation
- Implementation:Microsoft Onnxruntime PlotCommonErrors
- Implementation:Tensorflow Serving PrometheusExporter GeneratePage
- Implementation:Marker Inc Korea AutoRAG Generate QA Ragas
- Implementation:MaterializeInc Materialize Repository Init
- Implementation:FMInference FlexLLMGen Get Opt Config
- Implementation:Ucbepic Docetl Dataset Debate Gleaning
- Implementation:Huggingface Datatrove CustomInferenceServer
- Implementation:Mlc ai Mlc llm Dispatch KV Cache Creation
- Implementation:Microsoft DeepSpeedExamples Create DSVL Model
Heuristics
- Heuristic:Shiyu coder Kronos Gradient Clipping Strategy
- Heuristic:Google deepmind Mujoco Solver Selection Guide
- Heuristic:TA Lib Ta lib python STOCHRSI Vs STOCH RSI
- Heuristic:ArroyoSystems Arroyo Worker Heartbeat Timeout
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:Sgl project Sglang Attention Backend Selection
- Heuristic:Onnx Onnx Big Endian Byte Order Handling
- Heuristic:Microsoft Autogen Name Uniqueness Constraints
- Heuristic:Openai Evals Eval Resumption Strategy
- Heuristic:Apache Dolphinscheduler JDBC Security Blocklist
Environments
- Environment:Volcengine Verl Python Core Dependencies
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:CARLA simulator Carla Python API Runtime
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Duckdb Duckdb CMake Build Toolchain
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment