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:NVIDIA DALI Image Classification Training PyTorch
- Workflow:Confident ai Deepeval AI Agent Evaluation
- Workflow:Hpcaitech ColossalAI RAG Application
- Workflow:Truera Trulens Custom App Instrumentation And Evaluation
- Workflow:Neuml Txtai Model Training
- Workflow:CarperAI Trlx PPO Sentiment Training
- Workflow:Run llama Llama index Data Ingestion Pipeline
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Speechbrain Speechbrain Speaker Embedding Training
- Workflow:Dagster io Dagster ETL Pipeline
Principles
- Principle:ARISE Initiative Robomimic Sweep Parameter Definition
- Principle:Microsoft Agent framework Workflow Event Streaming
- Principle:Apache Spark Release Version Tagging
- Principle:Infiniflow Ragflow Operator Configuration
- Principle:ARISE Initiative Robomimic Algorithm Instantiation
- Principle:HKUDS AI Trader OHLCV Price Data Schema
- Principle:Pyro ppl Pyro State Space Models
- Principle:NVIDIA NeMo Curator Fuzzy Duplicate Identification
- Principle:Helicone Helicone Plan Upgrade
- Principle:LaurentMazare Tch rs ImageNet Preprocessing
Implementations
- Implementation:Speechbrain Speechbrain DNS Noisy Speech Synthesizer
- Implementation:Elevenlabs Elevenlabs python Model And Format Selection
- Implementation:Mlflow Mlflow Register Model
- Implementation:Haifengl Smile SQL Query API
- Implementation:FMInference FlexLLMGen OptLM Init
- Implementation:Mlfoundations Open flamingo Evaluate vqa
- Implementation:InternLM Lmdeploy Core SmemLayout
- Implementation:Ggml org Llama cpp Llama Decode
- Implementation:Huggingface Diffusers Single File Loadable Classes
- Implementation:SeleniumHQ Selenium Closure UI Select
Heuristics
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
- Heuristic:Apache Dolphinscheduler Load Balancer Strategy Selection
- Heuristic:Huggingface Peft DoRA Inference Caching
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
- Heuristic:Mlc ai Web llm KV Cache Window Configuration
- Heuristic:Apache Flink Async Sink Timeout And Backpressure Defaults
- Heuristic:Google deepmind Dm control Warning Deprecated Legacy Base Walker
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
Environments
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment
- Environment:Vespa engine Vespa Java 17 Build Runtime
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:Helicone Helicone Node 20 TypeScript Runtime
- Environment:Eric mitchell Direct preference optimization PyTorch CUDA
- Environment:Sgl project Sglang CUDA Runtime
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Vespa engine Vespa Docker OCI Container Runtime
- Environment:OpenHands OpenHands Third Party Runtime Credentials