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:Interpretml Interpret EBM Training And Prediction
- Workflow:ArroyoSystems Arroyo Connection Setup
- Workflow:Dagster io Dagster LLM Fine Tuning
- Workflow:MaterializeInc Materialize Integration Test Development
- Workflow:NVIDIA TransformerEngine Accelerate HF Gemma With TE
- Workflow:DataTalksClub Data engineering zoomcamp Kestra ETL Pipeline
- Workflow:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
- Workflow:Farama Foundation Gymnasium Custom Environment Creation
- Workflow:Online ml River Binary Classification Pipeline
- Workflow:Predibase Lorax Structured JSON Output
Principles
- Principle:Langchain ai Langgraph Agent Execution
- Principle:CarperAI Trlx Reward Model Architecture
- Principle:Triton inference server Server Health Check API
- Principle:Ggml org Ggml CPU Tensor Operations
- Principle:Apache Airflow Post Release Activities
- Principle:Togethercomputer Together python API Error Handling
- Principle:AnswerDotAI RAGatouille Index Update
- Principle:Open compass VLMEvalKit Video Dataset Configuration
- Principle:Ggml org Llama cpp AdapterSupport
- Principle:Alibaba ROLL Agentic Reward Computation
Implementations
- Implementation:Ggml org Llama cpp Graph Header
- Implementation:Webdriverio Webdriverio Selector Location
- Implementation:Huggingface Optimum TaskProcessor
- Implementation:Zai org CogVideo Autoencoder Model
- Implementation:CrewAIInc CrewAI Crew Kickoff In Flow
- Implementation:Trailofbits Fickling Run Import Hook
- Implementation:Togethercomputer Together python Rerank Create
- Implementation:InternLM Lmdeploy Gemm Kernel
- Implementation:Trailofbits Fickling PyTorchModelWrapper Init
- Implementation:ARISE Initiative Robosuite Arena Base
Heuristics
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
- Heuristic:Apache Paimon File Sizing and Split Planning
- Heuristic:SeldonIO Seldon core Autoscaling Dual Config Tip
- Heuristic:Duckdb Duckdb Memory Management Rules
- Heuristic:Huggingface Diffusers Dtype Precision Selection
- Heuristic:Triton inference server Server Concurrency Throughput Rule
- Heuristic:Vllm project Vllm KV Cache Block Size Selection
- Heuristic:Apache Shardingsphere DDL Refresher Superclass Fallback
- Heuristic:PacktPublishing LLM Engineers Handbook RAG Retrieval Parameters
Environments
- Environment:Sgl project Sglang CPU
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Sgl project Sglang Performance Dashboard
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Apache Flink Node Build Environment