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:Farama Foundation Gymnasium Vectorized Environment Training
- Workflow:Rapidsai Cuml Dimensionality Reduction
- Workflow:Vibrantlabsai Ragas Agent Evaluation
- Workflow:Predibase Lorax Single LoRA Inference
- Workflow:Webdriverio Webdriverio Standalone Browser Automation
- Workflow:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:Vllm project Vllm Structured Output Generation
- Workflow:Openai Openai node Structured Output Parsing
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
- Workflow:Puppeteer Puppeteer Browser Installation And Management
Principles
- Principle:Risingwavelabs Risingwave CDC Change Data Capture
- Principle:Kubeflow Kubeflow Multi User Configuration
- Principle:Mit han lab Llm awq Per Channel Scaling Search
- Principle:Deepseek ai Janus Autoregressive VQ Token Generation
- Principle:Mlc ai Web llm Function Calling Model Selection
- Principle:ThreeSR Awesome Inference Time Scaling Entry Format Verification
- Principle:Pola rs Polars Multi Format Data Writing
- Principle:Ggml org Llama cpp Common API
- Principle:Unslothai Unsloth Model Registry
- Principle:Openai Openai node Parsed Output Consumption
Implementations
- Implementation:Mlflow Mlflow Pyfunc Load Model
- Implementation:Apache Druid SqlKeywords
- Implementation:Spcl Graph of thoughts DocMergeParser
- Implementation:Apache Paimon SnapshotManager
- Implementation:Ggml org Ggml Ggml new tensor
- Implementation:SeleniumHQ Selenium Closure UI Control
- Implementation:CARLA simulator Carla StreamingServer
- Implementation:Evidentlyai Evidently Evidently UI CLI
- Implementation:Lance format Lance Java ColumnAlteration
- Implementation:Groq Groq python EmbeddingResponse Usage
Heuristics
- Heuristic:Alibaba MNN Backend Selection Guide
- Heuristic:FlagOpen FlagEmbedding Temperature Scaling Tip
- Heuristic:ARISE Initiative Robomimic Rollout Horizon Selection
- Heuristic:OpenBMB UltraFeedback GPU Memory Utilization
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Langgenius Dify Token Refresh Loop Prevention
- Heuristic:Apache Spark K8s Container Patterns
- Heuristic:Apache Airflow Task Dependency Isolation
- Heuristic:Alibaba ROLL Dynamic Batching Token Limits
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
Environments
- Environment:Explodinggradients Ragas LLM Provider Environment
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Intel Ipex llm Build Environment
- Environment:Facebookresearch Habitat lab CUDA GPU Training Environment
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:Openai Openai python Realtime WebSocket
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Huggingface Trl PEFT LoRA Environment