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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:Apache Kafka Docker Image Release
- Workflow:Online ml River Online Clustering
- Workflow:MaterializeInc Materialize CI Pipeline Generation
- Workflow:Neuml Txtai Semantic Search
- Workflow:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:Neuml Txtai Pipeline Workflow Chaining
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:OpenHands OpenHands Third Party Runtime Integration
- Workflow:AUTOMATIC1111 Stable diffusion webui Image to image generation
- Workflow:NVIDIA TransformerEngine FP8 Training Quickstart
Principles
- Principle:Open compass VLMEvalKit Model Registration
- Principle:SeleniumHQ Selenium Development Environment Setup
- Principle:Google deepmind Mujoco MJX Data Transfer
- Principle:Huggingface Datasets SQL Import
- Principle:Tencent Ncnn Dependency Free Build
- Principle:Ollama Ollama Model Resolution And Download
- Principle:Neuml Txtai Document Indexing
- Principle:Nightwatchjs Nightwatch Element And Section Mapping
- Principle:Google research Deduplicate text datasets Duplicate Range Collection
- Principle:Iamhankai Forest of Thought Answer Extraction
Implementations
- Implementation:Lance format Lance Java LanceSchema
- Implementation:Dagster io Dagster Sensor Decorator
- Implementation:Treeverse LakeFS Java SDK JSON
- Implementation:Ucbepic Docetl SystemPromptsExplorer
- Implementation:Pyro ppl Pyro OrderedLogistic
- Implementation:Farama Foundation Gymnasium FrozenLakeEnv
- Implementation:Lance format Lance Java OpenDatasetBuilder
- Implementation:Infiniflow Ragflow Agent Constants
- Implementation:Haosulab ManiSkill PDBaseVelController
- Implementation:Apache Druid JsonInput
Heuristics
- Heuristic:Axolotl ai cloud Axolotl Sample Packing Best Practices
- Heuristic:Apache Dolphinscheduler Datasource Cache Expiry
- Heuristic:Alibaba MNN Weight Quantization Strategy
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:Puppeteer Puppeteer Headless Linux Requirements
- Heuristic:Vespa engine Vespa KStemmer Dictionary Loading
- Heuristic:Neuml Txtai Batch Size Defaults
- Heuristic:TA Lib Ta lib python STOCHRSI Vs STOCH RSI
- Heuristic:Protectai Modelscan Nested Zip Not Supported
- Heuristic:Sdv dev SDV CTGAN Column Performance
Environments
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Predibase Lorax Model Source Credentials
- Environment:DataTalksClub Data engineering zoomcamp PySpark Batch Environment
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:Helicone Helicone Cloudflare Workers Runtime
- Environment:Spotify Luigi AWS S3 Storage
- Environment:LLMBook zh LLMBook zh github io PyTorch CUDA GPU Environment
- Environment:Cypress io Cypress Linux Display Server
- Environment:ArroyoSystems Arroyo Object Storage
- Environment:Sgl project Sglang Web