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:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:Gretelai Gretel synthetics LSTM Text Generation
- Workflow:Vllm project Vllm Vision Language Inference
- Workflow:Mlfoundations Open flamingo Data Preparation
- Workflow:Anthropics Anthropic sdk python Basic Message Conversation
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:Mage ai Mage ai Destination Data Loading
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
- Workflow:Snorkel team Snorkel Multitask Classification
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
Principles
- Principle:Danijar Dreamerv3 Random Baseline Agent
- Principle:Deepset ai Haystack Document Cleaning
- Principle:Alibaba MNN Conversion Verification
- Principle:Apache Spark Worker Fleet Management
- Principle:Liu00222 Open Prompt Injection Conditional Probability Computation
- Principle:Huggingface Diffusers Diffusion Training Loop
- Principle:Pyro ppl Pyro Robust Likelihood Functions
- Principle:Truera Trulens Application Recording
- Principle:LLMBook zh LLMBook zh github io Privacy Filtering
- Principle:Spotify Luigi Table Schema Definition
Implementations
- Implementation:Kornia Kornia MobileViT
- Implementation:InternLM Lmdeploy Gemm Convert
- Implementation:OpenHands OpenHands JiraIntegrationStore
- Implementation:NVIDIA DALI Synset Mapping JSON
- Implementation:Apache Airflow BaseHook Interface
- Implementation:DevExpress Testcafe TestCafe Close
- Implementation:Huggingface Diffusers Video Memory Setup
- Implementation:Microsoft LoRA Style Doc
- Implementation:Cohere ai Cohere python V2Client Chat Stream
- Implementation:Hpcaitech ColossalAI ColossalQA Logger
Heuristics
- Heuristic:Dagster io Dagster Lazy Import Pattern
- Heuristic:Puppeteer Puppeteer Headless Linux Requirements
- Heuristic:Truera Trulens Trace Compression Token Limits
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
- Heuristic:Bitsandbytes foundation Bitsandbytes Compute Dtype Mismatch Warning
- Heuristic:Haifengl Smile BFGS Convergence Tuning
- Heuristic:Apache Dolphinscheduler JDBC Security Blocklist
- Heuristic:Datajuicer Data juicer Operator Fusion Rules
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
Environments
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Mlc ai Mlc llm Python Serving Environment
- Environment:Vllm project Vllm AArch64 CPU
- Environment:Fede1024 Rust rdkafka CI Test Runner
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:Eric mitchell Direct preference optimization HuggingFace Transformers
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Microsoft Onnxruntime Windows Build Environment
- Environment:Mit han lab Llm awq Flash Attention Environment
- Environment:Microsoft Semantic kernel OpenAI API Environment