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:LaurentMazare Tch rs JIT Model Inference
- Workflow:Mlc ai Mlc llm Disaggregated Serving
- Workflow:Kserve Kserve Deploying InferenceService
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:NVIDIA TransformerEngine Accelerate HF Gemma With TE
- Workflow:ClickHouse ClickHouse Running Stateless Tests
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:Bentoml BentoML Multi Model Composition
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
Principles
- Principle:Risingwavelabs Risingwave Connector Observability
- Principle:Togethercomputer Together python Fine Tuning Job Monitoring
- Principle:Apache Druid SQL Schema Configuration
- Principle:Mistralai Client python Stream Lifecycle Management
- Principle:Ollama Ollama LlamaCpp CGo Bridge
- Principle:Fastai Fastbook Backpropagation
- Principle:Sktime Pytorch forecasting Tensor Utilities
- Principle:Deepspeedai DeepSpeed AutoTP Model Loading
- Principle:Webdriverio Webdriverio Configuration Management
- Principle:Cleanlab Cleanlab Segmentation Issue Visualization
Implementations
- Implementation:Vibrantlabsai Ragas FactualCorrectness
- Implementation:Datahub project Datahub ProtobufExtensionUtil
- Implementation:CARLA simulator Carla ROS2 Interface
- Implementation:Mlc ai Mlc llm Fuse Transpose Matmul
- Implementation:Apache Hudi CompactOperator ProcessElement
- Implementation:Openclaw Openclaw GatewayServiceInstall
- Implementation:Google deepmind Mujoco USD JointAPI
- Implementation:LMCache LMCache Mooncake Lookup Client
- Implementation:EvolvingLMMs Lab Lmms eval ScreenSpot Utils Rec
- Implementation:OpenHands OpenHands SaaSGitLabService
Heuristics
- Heuristic:Apache Paimon Compression Tuning
- Heuristic:OpenRLHF OpenRLHF Gradient Checkpointing Memory Tip
- Heuristic:Duckdb Duckdb Version Sync Across Files
- Heuristic:Lm sys FastChat Tokenizer Offset Correction
- Heuristic:Triton inference server Server Concurrency Throughput Rule
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:PrefectHQ Prefect HTTP Connection Pool Tuning
- Heuristic:Apache Dolphinscheduler Epoll Vs NIO Selection
- Heuristic:Apache Flink False Positive Availability Optimization
- Heuristic:Apache Dolphinscheduler JDBC Security Blocklist
Environments
- Environment:Heibaiying BigData Notes Hadoop CDH Environment
- Environment:Microsoft Onnxruntime CPU Training Environment
- Environment:OpenBMB UltraFeedback OpenAI API Environment
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Snorkel team Snorkel PySpark
- Environment:Spotify Luigi Apache Spark
- Environment:Dagster io Dagster GRPC Communication