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:Treeverse LakeFS Data Version Control With Branches
- Workflow:Eric mitchell Direct preference optimization DPO Preference Training
- Workflow:OpenRLHF OpenRLHF Iterative DPO
- Workflow:Spcl Graph of thoughts GoT Sorting Pipeline
- Workflow:VainF Torch Pruning Object Detection Pruning
- Workflow:Neuml Txtai Agent Execution
- Workflow:Unslothai Unsloth GRPO Reinforcement Learning
- Workflow:Pytorch Serve Large Model Inference
- Workflow:Roboflow Rf detr Custom Dataset Finetuning
- Workflow:SeleniumHQ Selenium Page Object Pattern Testing
Principles
- Principle:Apache Flink Fatal Exception Classification
- Principle:Microsoft Playwright Implement Response Fixtures
- Principle:OpenGVLab InternVL Distributed Evaluation
- Principle:Duckdb Duckdb String Formatting
- Principle:Heibaiying BigData Notes HBase Data Insertion
- Principle:Webdriverio Webdriverio ProtocolDetection
- Principle:Langgenius Dify Vector Database Selection
- Principle:NVIDIA NeMo Aligner DPO Sequence Packing
- Principle:Apache Spark K8s Container Lifecycle
- Principle:Treeverse LakeFS Data Upload
Implementations
- Implementation:Haosulab ManiSkill PPO Training Loop
- Implementation:Eventual Inc Daft Daft Cls
- Implementation:Haosulab ManiSkill UnitreeG1
- Implementation:ARISE Initiative Robosuite Wipe Environment
- Implementation:Google deepmind Mujoco Engine Plugin
- Implementation:Microsoft Playwright Roll Browser
- Implementation:Tensorflow Tfjs MultiheadAttention Test
- Implementation:CrewAIInc CrewAI Tool Decorator And Classes
- Implementation:Microsoft Onnxruntime Ort Tensor Nodejs
- Implementation:Predibase Lorax Generate Response Handler
Heuristics
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:Princeton nlp SimPO Left Truncation Strategy
- Heuristic:Apache Spark Warning Deprecated DStream Streaming
- Heuristic:Triton inference server Server Dynamic Batching Tuning
- Heuristic:Pytorch Serve LLM Timeout Configuration
- Heuristic:Rapidsai Cuml Dask Data Partitioning
- Heuristic:Openai Evals Eval Resumption Strategy
- Heuristic:ArroyoSystems Arroyo Stateful Operator TTL
- Heuristic:Sktime Pytorch forecasting Learning Rate Scheduling
- Heuristic:Huggingface Peft Gradient Checkpointing With Quantization
Environments
- Environment:PrefectHQ Prefect Prefect Server Database
- Environment:Allenai Open instruct Beaker Cluster
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:Huggingface Datasets Image Dependencies
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:Pola rs Polars GPU Execution Environment
- Environment:Openclaw Openclaw Mintlify Documentation Platform