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:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:Apache Kafka Release Candidate Staging
- Workflow:Microsoft DeepSpeedExamples SuperOffload Finetuning
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:Langfuse Langfuse Trace ingestion pipeline
- Workflow:Run llama Llama index Embedding Finetuning
- Workflow:NVIDIA DALI Object Detection Training TensorFlow
- Workflow:LaurentMazare Tch rs MNIST Training
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui High resolution fix
- Principle:Langchain ai Langchain Structured Output Extraction
- Principle:Ray project Ray Runtime Shutdown
- Principle:CrewAIInc CrewAI Conditional Routing
- Principle:Astronomer Astronomer cosmos TaskGroup Rendering
- Principle:Triton inference server Server Repository Cloning
- Principle:Snorkel team Snorkel Labeling Function Application
- Principle:TA Lib Ta lib python C Library Installation
- Principle:Spotify Luigi HDFS Data Sources
- Principle:CARLA simulator Carla Scenario Execution
Implementations
- Implementation:Elevenlabs Elevenlabs python VoiceSharingResponse
- Implementation:ClickHouse ClickHouse Poco OAuth10Credentials
- Implementation:InternLM Lmdeploy StopCriteria
- Implementation:Mlc ai Mlc llm Tokenizer Header
- Implementation:EvolvingLMMs Lab Lmms eval IFEval Instructions Util
- Implementation:Bigscience workshop Petals Run Server Main
- Implementation:Apache Paimon GlobalIndexEvaluator Evaluate
- Implementation:Astronomer Astronomer cosmos Operator Args Pattern
- Implementation:Diagram of thought Diagram of thought Graphviz DAG Visualization
- Implementation:Protectai Modelscan Settings Configuration
Heuristics
- Heuristic:Microsoft DeepSpeedExamples RLHF Stability Constraints
- Heuristic:Pola rs Polars Lazy Over Eager Preference
- Heuristic:Cleanlab Cleanlab Multiprocessing Platform Strategy
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:Romsto Speculative Decoding Gamma Tuning
- Heuristic:Fede1024 Rust rdkafka Manual Offset Store Pattern
- Heuristic:ChenghaoMou Text dedup Mersenne Prime Backward Compatibility
- Heuristic:Treeverse LakeFS Retry Backoff Configuration
- Heuristic:Obss Sahi Auto Slice Resolution
Environments
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:Kserve Kserve Gateway API
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:Pytorch Serve Distributed Training Environment
- Environment:Pola rs Polars Rust Build Environment
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:Iamhankai Forest of Thought Python CUDA Runtime