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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:CrewAIInc CrewAI Hierarchical Crew Execution
- Workflow:Getgauge Taiko Network Request Interception
- Workflow:Protectai Llm guard Scanner Benchmarking
- Workflow:DataTalksClub Data engineering zoomcamp dlt Data Ingestion
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:InternLM Lmdeploy LLM API Server Deployment
- Workflow:Gretelai Gretel synthetics ACTGAN Tabular Synthesis
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:Apache Airflow Kubernetes Deployment via Helm
Principles
- Principle:Scikit learn contrib Imbalanced learn Under Sampling Base Abstraction
- Principle:Guardrails ai Guardrails DataGeneration
- Principle:ClickHouse ClickHouse Remote Syslog Logging
- Principle:Ggml org Llama cpp HybridMemory
- Principle:DistrictDataLabs Yellowbrick Dataset Loading
- Principle:SeleniumHQ Selenium Development Environment Setup
- Principle:Tensorflow Tfjs Pooling Operations
- Principle:Apache Hudi Read Environment Configuration
- Principle:Snorkel team Snorkel Dict Dataset Preparation
- Principle:Microsoft Autogen Graph Flow Configuration
Implementations
- Implementation:Arize ai Phoenix CorrectnessEvaluator
- Implementation:Gretelai Gretel synthetics ACTGAN Init
- Implementation:Vibrantlabsai Ragas CacheFramework
- Implementation:Microsoft Playwright Dispatcher
- Implementation:Open compass VLMEvalKit VisualGLM
- Implementation:Confident ai Deepeval Update Retriever Span
- Implementation:Mlc ai Mlc llm Gemma2 Loader
- Implementation:NVIDIA NeMo Aligner Attribute Annotate
- Implementation:TA Lib Ta lib python Setup Py Build
- Implementation:Microsoft Semantic kernel MessagesPlugin OpenAPI
Heuristics
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:Google deepmind Mujoco MJX Feature Compatibility
- Heuristic:Confident ai Deepeval Secret Management Best Practices
- Heuristic:Cleanlab Cleanlab Label Quality Scoring Method Selection
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
- Heuristic:InternLM Lmdeploy Backend Selection Strategy
- Heuristic:CarperAI Trlx Delta Rewards
- Heuristic:Allenai Open instruct Gradient Clipping Norm
Environments
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Openai Evals OpenAI API Configuration
- Environment:Openai Whisper FFmpeg
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment
- Environment:Lance format Lance Python Environment
- Environment:Facebookresearch Audiocraft AudioCraft Environment Variables