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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 Druid SQL Query Execution
- Workflow:Shiyu coder Kronos CSV Finetuning
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:Googleapis Python genai Image Generation Pipeline
- Workflow:Groq Groq python Streaming Chat Completion
- Workflow:InternLM Lmdeploy LLM Offline Batch Inference
- Workflow:Huggingface Transformers 3D Parallel Distributed Training
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
- Workflow:Zai org CogVideo SAT Video Generation
Principles
- Principle:Tensorflow Serving ML Metadata Integration
- Principle:Sdv dev SDV DayZ Single Table Parameter Detection
- Principle:Spotify Luigi Cloud Data Targets
- Principle:Lance format Lance Vector Index Configuration
- Principle:ARISE Initiative Robosuite Environment Factory
- Principle:Deepseek ai Janus Prompt Formatting for Generation
- Principle:Bigscience workshop Petals Block Loading And Serving
- Principle:Spotify Luigi Hive Data Access
- Principle:Deepspeedai DeepSpeed CUDA Inference Primitives
- Principle:Langgenius Dify ContentModeration
Implementations
- Implementation:Sail sg LongSpec VLLM Request Generator
- Implementation:Sgl project Sglang Scalar Type Python
- Implementation:Microsoft Playwright CrBrowser
- Implementation:Googleapis Python genai Models Generate Content
- Implementation:NVIDIA DALI C API V2 Data Objects Header
- Implementation:Scikit learn Scikit learn PackagingVersion
- Implementation:Unstructured IO Unstructured PartitionStrategy
- Implementation:Tensorflow Tfjs Tf LoadLayersModel For Transfer
- Implementation:Haosulab ManiSkill ReplicaCADSceneBuilder
- Implementation:Puppeteer Puppeteer Cdp PredefinedNetworkConditions
Heuristics
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
- Heuristic:Mlc ai Mlc llm BLAS Dispatch Decision
- Heuristic:Roboflow Rf detr Layer Wise LR Decay
- Heuristic:Iamhankai Forest of Thought Self Correction Confidence Threshold
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
- Heuristic:Fastai Fastbook Mixup Data Augmentation
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:Astronomer Astronomer cosmos Dbt Invocation Mode Selection
- Heuristic:Wandb Weave Concurrency Deadlock Prevention
- Heuristic:Alibaba ROLL KL Coefficient Tuning
Environments
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Apache Flink Hadoop Compatibility Environment
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Interpretml Interpret Visualization Environment
- Environment:Mit han lab Llm awq Python Runtime Environment
- Environment:Turboderp org Exllamav2 Build Toolchain
- Environment:ClickHouse ClickHouse Linux Build Environment