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:Ray project Ray Serve Deployment
- Workflow:Kubeflow Pipelines Standalone Deployment
- Workflow:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
- Workflow:Microsoft Agent framework Multi Agent Sequential Orchestration
- Workflow:Neuml Txtai Agent Execution
- Workflow:Risingwavelabs Risingwave CDC Data Replication
- Workflow:Fede1024 Rust rdkafka Produce Consume Roundtrip
- Workflow:Microsoft BIPIA White Box Defense Finetuning
- Workflow:Ggml org Llama cpp LoRA Adapter Workflow
Principles
- Principle:Langgenius Dify React Context Pattern
- Principle:Huggingface Datasets Dataset Config Info Retrieval
- Principle:Tensorflow Tfjs Recurrent Neural Networks
- Principle:Speechbrain Speechbrain LibriTTS Data Preparation
- Principle:OWASP Www project top 10 for large language model applications Community Candidate Submission
- Principle:Wandb Weave Containerized Dev Setup
- Principle:Pyro ppl Pyro Data Provenance
- Principle:Vespa engine Vespa Change Polling Loop
- Principle:Unslothai Unsloth Ollama Deployment
- Principle:Open compass VLMEvalKit Image Encoding For TSV
Implementations
- Implementation:Avhz RustQuant Exponential Distribution
- Implementation:Truera Trulens Streamlit Page Renderer
- Implementation:Apache Paimon RESTApi
- Implementation:LLMBook zh LLMBook zh github io Quantize Func
- Implementation:TobikoData Sqlmesh Information
- Implementation:Online ml River Compose Select
- Implementation:Lance format Lance Java DistanceType
- Implementation:Apache Shardingsphere DataChangedEvent Constructor
- Implementation:Microsoft Playwright ChromiumSwitches
- Implementation:Apache Druid Api Singleton
Heuristics
- Heuristic:Apache Paimon File Sizing and Split Planning
- Heuristic:Princeton nlp SimPO Left Truncation Strategy
- Heuristic:PacktPublishing LLM Engineers Handbook RAG Retrieval Parameters
- Heuristic:PrefectHQ Prefect HTTP Connection Pool Tuning
- Heuristic:CarperAI Trlx Reward Model Layer Freezing
- Heuristic:ARISE Initiative Robomimic Checkpoint Selection Strategy
- Heuristic:Anthropics Anthropic sdk python Model Deprecation Awareness
- Heuristic:Openclaw Openclaw Conservative Error Retry Classification
- Heuristic:Groq Groq python Streaming Usage Stats
- Heuristic:Dotnet Machinelearning AutoML SMAC Dimension Limit
Environments
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:Langchain ai Langchain LangSmith Tracing Config
- Environment:Predibase Lorax Python Server Dependencies
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:Openai CLIP Python Dependencies
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Neuml Txtai Docker Deployment Environment
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud