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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:Shiyu coder Kronos Qlib Finetuning
- Workflow:FlagOpen FlagEmbedding Embedder Inference
- Workflow:Google research Deduplicate text datasets Cross dataset deduplication
- Workflow:Tencent Ncnn Image Classification Inference
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:AUTOMATIC1111 Stable diffusion webui Image to image generation
- Workflow:Dagster io Dagster ETL Pipeline
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Neuml Txtai Agent Execution
- Workflow:Haosulab ManiSkill Custom Task Development
Principles
- Principle:Teamcapybara Capybara Node Filtering
- Principle:Hpcaitech ColossalAI Distributed Environment Initialization
- Principle:Spcl Graph of thoughts Thought Aggregation
- Principle:DataTalksClub Data engineering zoomcamp SQL Revenue Aggregation
- Principle:Vllm project Vllm VLM Model Selection
- Principle:NVIDIA NeMo Aligner SFT Data Preparation
- Principle:AUTOMATIC1111 Stable diffusion webui Environment Reproducibility
- Principle:MaterializeInc Materialize Release Commit and Tagging
- Principle:Astronomer Astronomer cosmos TaskGroup Rendering
- Principle:Microsoft Autogen Tool Workbench
Implementations
- Implementation:Scikit learn Scikit learn LogisticRegression Init
- Implementation:SeldonIO Seldon core Seldon Pipeline CRD
- Implementation:OpenGVLab InternVL Streamlit Controller
- Implementation:Huggingface Datatrove TokenizerUtils
- Implementation:Interpretml Interpret CutUniform
- Implementation:Avhz RustQuant OrderType
- Implementation:Microsoft DeepSpeedExamples DeepSpeedRLHFEngine
- Implementation:FlowiseAI Flowise UsersView
- Implementation:SeleniumHQ Selenium Zip
- Implementation:Helicone Helicone RequestsV2 Page
Heuristics
- Heuristic:Ucbepic Docetl Validation Retry Strategy
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:Apache Hudi Compaction Scheduling Safety
- Heuristic:Apache Dolphinscheduler Failover Marker TTL
- Heuristic:ARISE Initiative Robomimic Rollout Horizon Selection
- Heuristic:Apache Dolphinscheduler Datasource Cache Expiry
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:NVIDIA DALI Memory Pool Tuning
Environments
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Alibaba MNN GPU Metal Environment
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:Apache Flink Node Build Environment
- Environment:Langgenius Dify Docker Deployment Environment
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:Sail sg LongSpec Inference Environment
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment