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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. | 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 | '''Connect your AI coding agent.''' Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously: | ||
''' | * [https://github.com/Leeroo-AI/superml '''SuperML plugin'''] — full-stack AI/ML coding agent | ||
* [https://github.com/Leeroo-AI/leeroopedia-mcp '''Leeroopedia MCP'''] — knowledge search for any coding agent | |||
== Browse by Category == | == Browse by Category == | ||
Revision as of 11:42, 14 March 2026
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 — full-stack AI/ML coding agent
- Leeroopedia MCP — knowledge search for any coding agent
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:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:Apache Spark Release Process
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:Lance format Lance Vector Search Pipeline
- Workflow:Wandb Weave Tracing Setup
- Workflow:Huggingface Alignment handbook QLoRA Single GPU Finetuning
- Workflow:Apache Druid SQL Query Execution
- Workflow:AUTOMATIC1111 Stable diffusion webui Image postprocessing and upscaling
- Workflow:ThreeSR Awesome Inference Time Scaling Automated Paper Addition
- Workflow:DataTalksClub Data engineering zoomcamp dlt Data Ingestion
Principles
- Principle:Vespa engine Vespa Subscription Registration
- Principle:Apache Druid Spec Review and Task Submission
- Principle:Huggingface Datatrove FastText Classification Filtering
- Principle:Gretelai Gretel synthetics Tabular Data Transformation
- Principle:Scikit learn Scikit learn Metric Visualization
- Principle:PacktPublishing LLM Engineers Handbook Finetuning Dataset Preparation
- Principle:Langgenius Dify Deployment Upgrade
- Principle:Mlflow Mlflow Prompt Search and Versioning
- Principle:Trailofbits Fickling ML Allowlist Unpickling
- Principle:AUTOMATIC1111 Stable diffusion webui Network file discovery
Implementations
- Implementation:FlagOpen FlagEmbedding Reinforced IR Retriever Modeling
- Implementation:Facebookresearch Audiocraft DiffusionSolver
- Implementation:Teamcapybara Capybara Capybara Driver Configuration
- Implementation:Mlc ai Mlc llm MLC Chat Config
- Implementation:Huggingface Transformers Tests Fetcher
- Implementation:Apache Paimon GlobalIndexScanBuilder Build
- Implementation:Mlc ai Mlc llm Radix Tree
- Implementation:Huggingface Datasets DatasetBuilder Download and Prepare
- Implementation:Duckdb Duckdb Add Library Unity
- Implementation:Ucbepic Docetl SampleOperation Execute
Heuristics
- Heuristic:MaterializeInc Materialize CI Retry Strategies
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:FlagOpen FlagEmbedding Temperature Scaling Tip
- Heuristic:Fede1024 Rust rdkafka Manual Offset Store Pattern
- Heuristic:Huggingface Open r1 vLLM GPU Allocation
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:Protectai Llm guard Lazy Scanner Loading
- Heuristic:LaurentMazare Tch rs MPS Weight Loading Workaround
- Heuristic:DevExpress Testcafe Assertion Retry Timing
Environments
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Sgl project Sglang Kubernetes
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Obss Sahi Python Detection Frameworks
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment
- Environment:Cypress io Cypress Linux Display Server