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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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|---|---|---|
| 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:Unslothai Unsloth Model Export And Deployment
- Workflow:Microsoft LoRA LoRA Integration
- Workflow:Huggingface Datatrove Summary Statistics
- Workflow:Roboflow Rf detr ONNX Export
- Workflow:Tensorflow Tfjs Sequential Model Training
- Workflow:Haifengl Smile Matrix Decomposition Pipeline
- Workflow:Bigscience workshop Petals Server Contribution
- Workflow:Togethercomputer Together python Image Generation
- Workflow:Haotian liu LLaVA Web Demo Deployment
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
Principles
- Principle:Iterative Dvc Data Index Update
- Principle:Neuml Txtai Agent Embeddings Database
- Principle:Apache Beam Job Preparation
- Principle:Openai CLIP Text Feature Encoding
- Principle:Microsoft Agent framework Agent Execution
- Principle:Liu00222 Open Prompt Injection Model Query Interface
- Principle:OWASP Www project top 10 for large language model applications Translation Directory Setup
- Principle:Unslothai Unsloth LoRA Adapter Injection
- Principle:Tensorflow Tfjs Pooling Operations
- Principle:Apache Druid SQL Schema Configuration
Implementations
- Implementation:CARLA simulator Carla BlueprintLibrary Class
- Implementation:SeleniumHQ Selenium Closure Aria Attributes
- Implementation:TobikoData Sqlmesh TableDiff Help
- Implementation:Recommenders team Recommenders Python Evaluation Metrics
- Implementation:Vespa engine Vespa VespaLogHandler Constructor
- Implementation:Elevenlabs Elevenlabs python GetPhoneNumberInboundSipTrunkConfigResponseModel
- Implementation:Evidentlyai Evidently Legacy OpenAI Feature
- Implementation:Puppeteer Puppeteer Root Package Lock
- Implementation:Microsoft Onnxruntime CoreMLFlags
- Implementation:Spcl Graph of thoughts ChatGPT
Heuristics
- Heuristic:PeterL1n BackgroundMattingV2 ONNX Patch Method Compatibility
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
- Heuristic:Openai Whisper SDPA Disabling For Attention Extraction
- Heuristic:Volcengine Verl Sequence Length Balancing
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:Apache Airflow Task Dependency Isolation
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:NVIDIA NeMo Curator Deduplication Blocksize Tuning
Environments
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:Iterative Dvc Git SCM Environment
- Environment:BerriAI Litellm Python Runtime
- Environment:Apache Flink Hadoop Compatibility Environment
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:Apache Hudi Docker Demo Environment
- Environment:Apache Dolphinscheduler Database Backend
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:NVIDIA NeMo Curator NVIDIA DALI
- Environment:Cypress io Cypress Node Runtime Environment