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:Hpcaitech ColossalAI LLaMA Continual Pretraining
- Workflow:Axolotl ai cloud Axolotl DPO Preference Alignment
- Workflow:Groq Groq python Chat Completion
- Workflow:Tencent Ncnn PyTorch Model Conversion and Inference
- Workflow:Neuml Txtai Semantic Search
- Workflow:Bigscience workshop Petals Distributed Text Generation
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:Kubeflow Kubeflow Platform Deployment
- Workflow:LLMBook zh LLMBook zh github io LoRA Finetuning
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
Principles
- Principle:BerriAI Litellm Request Routing
- Principle:Langchain ai Langgraph Server Runtime Context
- Principle:Langchain ai Langgraph Docker Image Building
- Principle:Ucbepic Docetl Programmatic Optimization
- Principle:AUTOMATIC1111 Stable diffusion webui Canvas UI Interaction
- Principle:Risingwavelabs Risingwave CDC Change Data Capture
- Principle:Webdriverio Webdriverio Singleton Pattern
- Principle:Apache Kafka SVN Artifact Staging
- Principle:FMInference FlexLLMGen Tokenizer Loading
- Principle:Testtimescaling Testtimescaling github io API Data Fetching
Implementations
- Implementation:FlagOpen FlagEmbedding LLM Embedder Eval LRLM
- Implementation:Openai Openai agents python Handoff Helper
- Implementation:Tensorflow Serving Saved Model Half Plus Two
- Implementation:FlowiseAI Flowise AssistantVectorStoreDialog
- Implementation:Langgenius Dify Frontend Config
- Implementation:Sktime Pytorch forecasting TimeXer V2
- Implementation:Volcengine Verl Package Init
- Implementation:FlagOpen FlagEmbedding BGE M3 Run
- Implementation:Testtimescaling Testtimescaling github io Git Commit Push Workflow
- Implementation:Cypress io Cypress System Test Runner
Heuristics
- Heuristic:Haifengl Smile Platform Native Library Selection
- Heuristic:Apache Kafka Coordinator Loading Commit Interval
- Heuristic:Microsoft Agent framework Silent Workflow Failures
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:Apache Druid Cluster Health Diagnostic Thresholds
- Heuristic:Unslothai Unsloth Merge Memory Management
- Heuristic:PacktPublishing LLM Engineers Handbook Token Window Safety Margin
- Heuristic:Guardrails ai Guardrails RAIL Argument Parsing Security
- Heuristic:Heibaiying BigData Notes Hive ORC Parquet Storage Tip
Environments
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Tensorflow Serving Build Environment
- Environment:LLMBook zh LLMBook zh github io Data Processing Environment
- Environment:Volcengine Verl Python Core Dependencies
- Environment:Huggingface Trl Python Core Dependencies
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:Openai Openai python Voice Helpers
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:Huggingface Datasets Image Dependencies
- Environment:Helicone Helicone Docker Compose Infrastructure