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:PrefectHQ Prefect Database Cleanup With Approval
- Workflow:ClickHouse ClickHouse Contributing Pull Request
- Workflow:Datahub project Datahub Docker Quickstart Deployment
- Workflow:Princeton nlp Tree of thought llm ToT BFS experiment
- Workflow:Facebookresearch Audiocraft MusicGen Training Pipeline
- Workflow:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:ThreeSR Awesome Inference Time Scaling Automated Paper Addition
- Workflow:Google research Deduplicate text datasets Suffix array querying
- Workflow:Arize ai Phoenix Dataset and Experiment Lifecycle
- Workflow:Apache Kafka Coordinator Runtime Lifecycle
Principles
- Principle:Lucidrains X transformers Transformer As MLP
- Principle:Bitsandbytes foundation Bitsandbytes 8bit Optimizer State Quantization
- Principle:FMInference FlexLLMGen Decentralized Inference Benchmarking
- Principle:Apache Airflow Task Execution TEI
- Principle:Langchain ai Langgraph Agent State Schema
- Principle:Fede1024 Rust rdkafka Mock Topic Management
- Principle:Huggingface Optimum Model Symbolic Tracing
- Principle:Run llama Llama index Global Settings Configuration
- Principle:Spotify Luigi Spark Job Definition
- Principle:Webdriverio Webdriverio Page Object Model
Implementations
- Implementation:Mlc ai Web llm Get Message Model Routing
- Implementation:Apache Paimon JsonSerdeUtil
- Implementation:Sail sg LongSpec Pip Requirements Install
- Implementation:Lance format Lance EncodingTestUtils
- Implementation:LMCache LMCache Redis Connector
- Implementation:ARISE Initiative Robosuite MobileRobot
- Implementation:Langgenius Dify UseReferenceSettings
- Implementation:Scikit learn Scikit learn GaussianNB
- Implementation:Deepset ai Haystack FaithfulnessEvaluator
- Implementation:Ggml org Llama cpp Llama Tokenize
Heuristics
- Heuristic:Run llama Llama index Chunk Size Optimization
- Heuristic:ARISE Initiative Robosuite Numba BSOD Workaround
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Test Train Option Consistency
- Heuristic:Langchain ai Langchain Retry Scope Best Practice
- Heuristic:Togethercomputer Together python Retry Backoff Strategy
- Heuristic:Huggingface Transformers Mixed Precision Training Selection
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:Spcl Graph of thoughts GoT Decompose Sort Merge Strategy
- Heuristic:Truera Trulens Feedback Score Thresholds
Environments
- Environment:Protectai Modelscan Python Core Runtime
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:Tencent Ncnn Build Environment
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Unstructured IO Unstructured GitHub Actions
- Environment:Langgenius Dify Docker Deployment Environment
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Ggml org Llama cpp CUDA GPU Environment