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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:Triton inference server Server Ensemble Model Pipeline
- Workflow:LaurentMazare Tch rs MNIST Training
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Unstructured IO Unstructured Connector Ingest Pipeline
- Workflow:Deepset ai Haystack Document Preprocessing Pipeline
- Workflow:Haotian liu LLaVA Single Image Inference
- Workflow:Rapidsai Cuml Multi GPU Distributed ML
- Workflow:Princeton nlp Tree of thought llm Adding new task
- Workflow:Kubeflow Pipelines Standalone Deployment
- Workflow:Sdv dev SDV Sequential data synthesis
Principles
- Principle:Sgl project Sglang Schema Constrained Decoding
- Principle:Apache Hudi Clustering Plan Generation
- Principle:SeleniumHQ Selenium CDP Session Management
- Principle:Shiyu coder Kronos Autoregressive Token Generation
- Principle:DistrictDataLabs Yellowbrick Precision Recall Analysis
- Principle:Huggingface Datasets Dataset Testing
- Principle:DataTalksClub Data engineering zoomcamp Kestra Infrastructure Setup
- Principle:NVIDIA DALI Custom Operator Build System
- Principle:CARLA simulator Carla Traffic Behavior Configuration
- Principle:ClickHouse ClickHouse Lightweight JSON Parsing
Implementations
- Implementation:Haosulab ManiSkill PickClutterYCB
- Implementation:Microsoft Playwright APIRequestContext Post
- Implementation:FlowiseAI Flowise AgentReasoningCard
- Implementation:Infiniflow Ragflow Admin ServiceDetail Component
- Implementation:Langfuse Langfuse BatchExportRouter Create
- Implementation:Puppeteer Puppeteer BrowserProvider
- Implementation:DataTalksClub Data engineering zoomcamp Dlt Pipeline Run
- Implementation:ClickHouse ClickHouse Base Types
- Implementation:Microsoft DeepSpeedExamples Dataset Loading With Augmentation
- Implementation:ClickHouse ClickHouse Nfpm Server Package
Heuristics
- Heuristic:Truera Trulens Temperature Zero For Deterministic Scoring
- Heuristic:Bentoml BentoML Adaptive Batching Tuning
- Heuristic:PrefectHQ Prefect Task Timeout Thread Limitation
- Heuristic:NVIDIA NeMo Curator Video Frame Sampling Strategy
- Heuristic:Truera Trulens Rate Limiting And Retry Strategy
- Heuristic:Cleanlab Cleanlab Label Quality Scoring Method Selection
- Heuristic:OpenBMB UltraFeedback Score Parsing Robustness
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:Openai Openai agents python Sensitive Data Logging Defaults
Environments
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Openai Openai python Azure OpenAI
- Environment:MarketSquare Robotframework browser CI GitHub Actions
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:HKUDS AI Trader API Credentials
- Environment:Apache Kafka Release Toolchain Environment