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:Mlfoundations Open flamingo Model Creation And Inference
- Workflow:Cypress io Cypress Project Setup and Configuration
- Workflow:Bitsandbytes foundation Bitsandbytes FSDP QLoRA Distributed Training
- Workflow:MarketSquare Robotframework browser JavaScript Extension
- Workflow:Scikit learn Scikit learn Cross Validation Evaluation
- Workflow:Unstructured IO Unstructured Chunking And Embedding
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:NVIDIA DALI Image Classification Training PyTorch
- Workflow:Explodinggradients Ragas Metric Prompt Optimization
- Workflow:Groq Groq python Audio Transcription
Principles
- Principle:Huggingface Datatrove HTTP Media Fetching
- Principle:Apache Dolphinscheduler Task Lifecycle Event Tracking
- Principle:Cohere ai Cohere python Chat Response Processing
- Principle:Spcl Graph of thoughts OpenAI Chat Integration
- Principle:Apache Shardingsphere Cluster Metadata Synchronization
- Principle:Tencent Ncnn Foreign Model Conversion
- Principle:Datajuicer Data juicer Data Mapping Transformation
- Principle:Huggingface Datasets CSV Dataset Building
- Principle:DistrictDataLabs Yellowbrick Feature Importance Ranking
- Principle:DevExpress Testcafe Programmatic Test Run Execution
Implementations
- Implementation:AnswerDotAI RAGatouille RAGPretrainedModel Index
- Implementation:AUTOMATIC1111 Stable diffusion webui Disable Initialization
- Implementation:ClickHouse ClickHouse Poco RemoteSyslogListener
- Implementation:CARLA simulator Carla Client Show Recorder Collisions
- Implementation:Webdriverio Webdriverio Gherkin Syntax Pattern
- Implementation:Truera Trulens Record Viewer Types
- Implementation:SeleniumHQ Selenium Closure SafeStyle
- Implementation:Haifengl Smile SparseDataset
- Implementation:Haosulab ManiSkill SceneManipulationEnv
- Implementation:Anthropics Anthropic sdk python Beta MessageCountTokensParams
Heuristics
- Heuristic:Neuml Txtai Llama Cpp Context Fallback
- Heuristic:Run llama Llama index Worker Count Configuration
- Heuristic:Huggingface Optimum Dummy Input Shape Defaults
- Heuristic:Tensorflow Serving Servable Handle Lifetime
- Heuristic:Liu00222 Open Prompt Injection PPL Threshold Tuning
- Heuristic:Eric mitchell Direct preference optimization FSDP Mixed Precision BFloat16
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:ARISE Initiative Robomimic Data Worker Tuning By Modality
- Heuristic:Dotnet Machinelearning LDA Thread Reservation
- Heuristic:Pola rs Polars Collect All For Diverging Queries
Environments
- Environment:HKUDS AI Trader API Credentials
- Environment:Getgauge Taiko Linux System Libraries
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:Intel Ipex llm Build Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:Heibaiying BigData Notes Hadoop CDH Environment
- Environment:ArroyoSystems Arroyo Object Storage