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:LLMBook zh LLMBook zh github io LoRA Finetuning
- Workflow:Zai org CogVideo Video Captioning
- Workflow:Onnx Onnx Model Creation
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:ContextualAI HALOs Model Evaluation
- Workflow:Datajuicer Data juicer Text Data Processing Pipeline
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:Mistralai Client python Azure Chat Completion
- Workflow:Kubeflow Pipelines Pipeline Authoring and Compilation
Principles
- Principle:Apache Flink File Commit Finalization
- Principle:Nautechsystems Nautilus trader Venue Configuration Schema
- Principle:Danijar Dreamerv3 Distributed Replay Management
- Principle:Mlc ai Web llm Tool Execution Loop
- Principle:Online ml River ODAC Clustering
- Principle:Snorkel team Snorkel Synthetic Label Matrix Generation
- Principle:Explodinggradients Ragas Testset Export
- Principle:PrefectHQ Prefect CSV Data Loading
- Principle:Treeverse LakeFS GC Metadata Preparation
- Principle:Google deepmind Dm control Domain Randomization
Implementations
- Implementation:Ray project Ray Serve LongPollClientFactory
- Implementation:Google deepmind Mujoco MJWarp Derivative
- Implementation:Hpcaitech ColossalAI DetachedTrainer
- Implementation:Mlflow Mlflow Clint Symbol Index
- Implementation:Microsoft DeepSpeedExamples ZenFlow Finetune Llama
- Implementation:Datahub project Datahub SparkPlanUtils
- Implementation:Predibase Lorax Flash Mixtral Modeling
- Implementation:TobikoData Sqlmesh TableDiff Help
- Implementation:Microsoft Playwright Server Page
- Implementation:TobikoData Sqlmesh API Lineage
Heuristics
- Heuristic:MarketSquare Robotframework browser Docker Chrome Security
- Heuristic:Duckdb Duckdb Build Parallelism Tuning
- Heuristic:SeldonIO Seldon core Kafka Partition Throughput Tip
- Heuristic:Datahub project Datahub Docker Memory Preflight
- Heuristic:Spotify Luigi Parameter Propagation Decorators
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:Fede1024 Rust rdkafka Multi Version Dependency Hazard
- Heuristic:Dotnet Machinelearning FastTree Default Hyperparameters
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
Environments
- Environment:Sktime Pytorch forecasting Optuna Tuning Dependencies
- Environment:Microsoft Playwright Platform Support Environment
- Environment:MarketSquare Robotframework browser Node Runtime
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:Sgl project Sglang Distributed
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Dotnet Machinelearning Dotnet SDK And Runtime
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:HKUDS AI Trader API Credentials