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:Spotify Luigi Spark Processing Pipeline
- Workflow:MaterializeInc Materialize Docker Image Build
- Workflow:PeterL1n BackgroundMattingV2 Image matting inference
- Workflow:Apache Hudi Docker Demo Setup
- Workflow:Farama Foundation Gymnasium Policy Gradient Training
- Workflow:Princeton nlp SimPO Model Inference
- Workflow:Openai Openai node Realtime Conversation
- Workflow:Openai Whisper Audio Transcription
- Workflow:Openai Evals Implementing a custom completion function
- Workflow:Predibase Lorax Server Deployment
Principles
- Principle:Alibaba MNN LLM Inference Execution
- Principle:OWASP Www project top 10 for large language model applications Markdown To PDF Conversion
- Principle:Elevenlabs Elevenlabs python Realtime Speech to Text
- Principle:Lance format Lance Fragment Rewriting
- Principle:Huggingface Datatrove Token File Merging
- Principle:NVIDIA NeMo Aligner Reward Model Architecture Selection
- Principle:Teamcapybara Capybara Feature Spec DSL
- Principle:Ggml org Llama cpp Tokenization Tool
- Principle:Run llama Llama index Finetuned Model Retrieval
- Principle:Confident ai Deepeval Exception Hierarchy Design
Implementations
- Implementation:Tensorflow Tfjs Layer Variables
- Implementation:DataTalksClub Data engineering zoomcamp Spark UnionAll
- Implementation:Huggingface Peft DeloraConfig
- Implementation:Online ml River Tree Splitter NominalClassif
- Implementation:Vespa engine Vespa VespaLogHandler Constructor
- Implementation:TobikoData Sqlmesh WebClient OpenAPI Spec
- Implementation:Huggingface Trl Get Dataset Apply Chat Template
- Implementation:Fede1024 Rust rdkafka ClientContext Trait
- Implementation:Hiyouga LLaMA Factory Value Head
- Implementation:CARLA simulator Carla LaneSection
Heuristics
- Heuristic:Duckdb Duckdb PR Submission Strategy
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
- Heuristic:Mlflow Mlflow Async Logging Best Practices
- Heuristic:Fastai Fastbook Learning Rate Finder Rule
- Heuristic:Rapidsai Cuml Batch Size Memory Tradeoff
- Heuristic:Mit han lab Llm awq Kernel Selection Thresholds
- Heuristic:NVIDIA DALI Batch Size Tuning
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
Environments
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:HKUDS AI Trader API Credentials
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Apache Flink Java Build Environment
- Environment:Huggingface Diffusers Quantization Environment
- Environment:Huggingface Datasets PyTorch Integration
- Environment:Apache Airflow Python Runtime Environment
- Environment:Kserve Kserve Python Runtime
- Environment:Pytorch Serve Distributed Training Environment