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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.
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| 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:Getgauge Taiko Gauge Integration Testing
- Workflow:Trailofbits Fickling Safe ML Model Loading
- Workflow:TA Lib Ta lib python Basic Indicator Computation
- Workflow:InternLM Lmdeploy LLM Offline Batch Inference
- Workflow:CARLA simulator Carla Simulation Setup and First Steps
- Workflow:AnswerDotAI RAGatouille ColBERT Training
- Workflow:Haotian liu LLaVA LoRA Finetuning
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:Pola rs Polars Lazy Query Pipeline
Principles
- Principle:Kubeflow Pipelines Recursive Sub Pipelines
- Principle:Duckdb Duckdb Source Package Building
- Principle:Webdriverio Webdriverio CommandRegistration
- Principle:Apache Flink File Source Framework
- Principle:Duckdb Duckdb Integer Bit Packing
- Principle:Treeverse LakeFS Import Source Preparation
- Principle:Risingwavelabs Risingwave Iceberg Integration
- Principle:Online ml River Page Hinkley Drift Detection
- Principle:Microsoft Autogen Studio Launch
- Principle:EvolvingLMMs Lab Lmms eval Model Type Selection
Implementations
- Implementation:Treeverse LakeFS Java SDK ExperimentalApi
- Implementation:Neuml Txtai Reranker
- Implementation:Ucbepic Docetl Directive DocChunkingTopK
- Implementation:Teamcapybara Capybara Spec Selector
- Implementation:FlowiseAI Flowise AccountView
- Implementation:Neuml Txtai PgSparse ANN
- Implementation:Avhz RustQuant Brent Method
- Implementation:Apache Paimon FaissVectorIndexOptions Configuration
- Implementation:Interpretml Interpret DataSetInteraction
- Implementation:Run llama Llama index LlamaDataset Base
Heuristics
- Heuristic:Microsoft LoRA Scaling Factor Alpha Over R
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:Apache Dolphinscheduler Netty Thread Sizing
- Heuristic:CARLA simulator Carla Behavior Agent Profiles
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
- Heuristic:Avhz RustQuant Interpolation Method Selection
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:Huggingface Diffusers VAE Scaling Factors
- Heuristic:Ray project Ray Autoscaling Delay Tuning
Environments
- Environment:Unstructured IO Unstructured GitHub Actions
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Iterative Dvc Git SCM Environment
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment
- Environment:Kserve Kserve Istio Service Mesh
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:Sgl project Sglang ROCm
- Environment:Explodinggradients Ragas Google Drive Backend Environment