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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:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:Datahub project Datahub Java SDK V2 Entity Management
- Workflow:Lance format Lance Table Optimization
- Workflow:Eric mitchell Direct preference optimization SFT Training
- Workflow:Google research Deduplicate text datasets Suffix array querying
- Workflow:Iterative Dvc Data Tracking
- Workflow:Lance format Lance Version Management
- Workflow:Apache Dolphinscheduler Workflow Failover Recovery
- Workflow:Arize ai Phoenix Dataset and Experiment Lifecycle
- Workflow:Ggml org Ggml Model Conversion And Quantization
Principles
- Principle:Mistralai Client python Function Dispatch
- Principle:Hpcaitech ColossalAI Sequence Packing Dataset
- Principle:Apache Flink Bucket Assignment
- Principle:ArroyoSystems Arroyo Job Lifecycle
- Principle:Duckdb Duckdb Adaptive Sorting
- Principle:Lakeraai Pint benchmark Balanced Accuracy Scoring
- Principle:Treeverse LakeFS Java SDK Data Models
- Principle:Datahub project Datahub OpenLineage Conversion
- Principle:Anthropics Anthropic sdk python Streaming Thinking Content
- Principle:AUTOMATIC1111 Stable diffusion webui Extra Networks Architecture
Implementations
- Implementation:OWASP Www project top 10 for large language model applications ScannerOrchestrator Run Scans
- Implementation:Scikit learn Scikit learn SelectorMixin
- Implementation:Microsoft Onnxruntime OnnxModelMetadata
- Implementation:Microsoft LoRA Run GLUE Training
- Implementation:AUTOMATIC1111 Stable diffusion webui MMDiT Architecture
- Implementation:Haosulab ManiSkill UnitreeH1WithHands
- Implementation:HKUDS AI Trader Get Daily Price Crypto
- Implementation:Online ml River Stream Iter Sklearn
- Implementation:SeleniumHQ Selenium HasContext
- Implementation:Facebookresearch Audiocraft AudioGen get pretrained
Heuristics
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:PacktPublishing LLM Engineers Handbook DPO Training Configuration
- Heuristic:Cleanlab Cleanlab Label Quality Scoring Method Selection
- Heuristic:Microsoft LoRA Label Smoothing NLG
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Huggingface Peft LoRA Initialization Strategy Selection
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
Environments
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:Apache Druid Integration Test Docker
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:LLMBook zh LLMBook zh github io Bitsandbytes Quantization Environment
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:MaterializeInc Materialize Kubernetes Helm Runtime