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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:Tensorflow Serving Model Version Management
- Workflow:Apache Flink File Sink Pipeline
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:InternLM Lmdeploy VLM Inference Pipeline
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:Anthropics Anthropic sdk python Structured Output Extraction
- Workflow:Rapidsai Cuml Multi GPU Distributed ML
- Workflow:Shiyu coder Kronos Single Series Prediction
- Workflow:Google deepmind Dm control Manipulation Task Setup
- Workflow:Pytorch Serve Model Deployment
Principles
- Principle:Scikit learn contrib Imbalanced learn Balanced Batch Generation
- Principle:Webdriverio Webdriverio UtilityPattern
- Principle:SqueezeAILab ETS Tree Node Expansion
- Principle:Eventual Inc Daft Data Ingestion CSV
- Principle:Ggml org Llama cpp Tokenization Tool
- Principle:Fede1024 Rust rdkafka Mock Cluster Creation
- Principle:Zai org CogVideo Caption Model Loading
- Principle:Ucbepic Docetl Baseline Pipeline Authoring
- Principle:Allenai Open instruct Checkpoint Saving
- Principle:Langchain ai Langchain Production Publishing
Implementations
- Implementation:TobikoData Sqlmesh TableDiff
- Implementation:Neuml Txtai FunctionTool Init
- Implementation:Treeverse LakeFS Java SDK Model CopyPartSource
- Implementation:FlagOpen FlagEmbedding LLM Embedder Dense Model
- Implementation:Pyro ppl Pyro TraceEnum ELBO Loss
- Implementation:Microsoft Onnxruntime CPU GRU GradCompute
- Implementation:DataTalksClub Data engineering zoomcamp Kestra PurgeCurrentExecutionFiles
- Implementation:Mistralai Client python GCP BaseSDK
- Implementation:SeleniumHQ Selenium IEWebDriverManager
- Implementation:ARISE Initiative Robosuite PandaGripper
Heuristics
- Heuristic:Mage ai Mage ai HTTP Request Timeout Defaults
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
- Heuristic:OWASP Www project top 10 for large language model applications Vulnerability Entry Structure Guide
- Heuristic:NVIDIA NeMo Aligner Warning Deprecated Repository
- Heuristic:Google deepmind Dm control Tolerance Reward Tuning
- Heuristic:Openai Whisper No Speech Detection
- Heuristic:Apache Druid Sampler Limitations And Workarounds
- Heuristic:DataExpert io Data engineer handbook Docker Volume Persistence Management
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
Environments
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:LMCache LMCache Python Runtime
- Environment:Apache Beam Java Build Environment
- Environment:Tencent Ncnn PyTorch Environment
- Environment:Vespa engine Vespa Java 17 Build Runtime
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:NVIDIA DALI CMake Build Environment
- Environment:FMInference FlexLLMGen NVMe Disk