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1,118
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:Sdv dev SDV Multi table synthesis
- Workflow:LaurentMazare Tch rs Pretrained Image Classification
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Puppeteer Puppeteer Cross Browser Automation
- Workflow:Ray project Ray Cross Language Invocation
- Workflow:Snorkel team Snorkel Data Augmentation
- Workflow:Online ml River Drift Adaptive Classification
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:Guardrails ai Guardrails LLM Output Validation
Principles
- Principle:ARISE Initiative Robosuite Composite Object Construction
- Principle:Tensorflow Serving Version Policy Configuration
- Principle:Haosulab ManiSkill Agent Controller Architecture
- Principle:AUTOMATIC1111 Stable diffusion webui Hypernetwork dataset preparation
- Principle:MarketSquare Robotframework browser Installation Path Selection
- Principle:Haosulab ManiSkill Robot Agent Definition
- Principle:Microsoft Playwright Verify Expectations with Agent
- Principle:FMInference FlexLLMGen Dataset Loading And Serialization
- Principle:LLMBook zh LLMBook zh github io Reward Modeling
- Principle:Huggingface Diffusers DreamBooth Export
Implementations
- Implementation:Datahub project Datahub SchemaTronDataHubType
- Implementation:Triton inference server Server Tritonclient Infer
- Implementation:Teamcapybara Capybara Spec Server
- Implementation:Pyro ppl Pyro ProvenanceTensor
- Implementation:Evidentlyai Evidently Legacy Semantic Similarity Feature
- Implementation:Openai Evals MMLU Eval Config
- Implementation:Datahub project Datahub WriteToDataSourceV2Visitor
- Implementation:SeleniumHQ Selenium Closure Base
- Implementation:Bentoml BentoML IO Descriptor Multipart
- Implementation:Apache Paimon Ray Init
Heuristics
- Heuristic:Microsoft Autogen Name Uniqueness Constraints
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:FMInference FlexLLMGen OOM Memory Management
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:Scikit learn Scikit learn Feature Scaling Numerical Stability
- Heuristic:Apache Airflow Scheduler Performance Tuning
- Heuristic:Openai Whisper Log Probability Threshold
- Heuristic:DataTalksClub Data engineering zoomcamp GCS Upload Timeout Workaround
- Heuristic:Snorkel team Snorkel DataParallel Default Behavior
Environments
- Environment:Ollama Ollama Go Runtime
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:Kubeflow Pipelines Python SDK
- Environment:Tensorflow Serving Kubernetes Deployment Environment
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Google research Deduplicate text datasets Python TFDS Environment