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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:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
- Workflow:Alibaba MNN LLM Deployment Pipeline
- Workflow:Dagster io Dagster LLM Fine Tuning
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:Webdriverio Webdriverio Custom Plugin Development
- Workflow:LLMBook zh LLMBook zh github io Supervised Finetuning
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
Principles
- Principle:Openclaw Openclaw Dependency Version Locking
- Principle:PrefectHQ Prefect DataFrame Transformation
- Principle:Ucbepic Docetl Optimized Pipeline Review
- Principle:Bigscience workshop Petals Optimizer Setup
- Principle:Google deepmind Dm control MJCF Element Query
- Principle:Microsoft Autogen Agent Specialization
- Principle:MaterializeInc Materialize Registry Cache Lookup
- Principle:Apache Airflow DAG Deployment
- Principle:Heibaiying BigData Notes Storm Bolt Implementation
- Principle:Haosulab ManiSkill Digital Twin Construction
Implementations
- Implementation:Datajuicer Data juicer EventLoggingMixin CheckpointManager
- Implementation:Lance format Lance EncodingFuzzTests
- Implementation:Apache Paimon ConfigOption Python
- Implementation:Datahub project Datahub ExtensionRegistry Override
- Implementation:Mlc ai Mlc llm CLI Help
- Implementation:Langchain ai Langchain SparseEmbeddings
- Implementation:Openai Openai python Easy Input Message
- Implementation:Volcengine Verl Geo3K Data Preprocessing
- Implementation:AUTOMATIC1111 Stable diffusion webui FrozenCLIPEmbedderWithCustomWords forward
- Implementation:Speechbrain Speechbrain CVSS Extract Code
Heuristics
- Heuristic:Microsoft BIPIA Delta Weight CPU Loading
- Heuristic:ClickHouse ClickHouse Test Writing Conventions
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:Dotnet Machinelearning FastTree Default Hyperparameters
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
- Heuristic:Vibrantlabsai Ragas Concurrency And Retry Configuration
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:Alibaba MNN Weight Quantization Strategy
- Heuristic:Sktime Pytorch forecasting Gradient Clipping Value
Environments
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Spcl Graph of thoughts OpenAI API Access
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:Pola rs Polars GPU Execution Environment
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:Huggingface Diffusers PyTorch CUDA Runtime
- Environment:Lucidrains X transformers PyTorch CUDA
- Environment:Apache Druid Web Console Development