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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:Ray project Ray Serve Deployment
- Workflow:Openai Evals Running an eval set
- Workflow:BerriAI Litellm Proxy Server Deployment
- Workflow:PrefectHQ Prefect AI Data Analyst Agent
- Workflow:Microsoft LoRA LoRA Integration
- Workflow:Unslothai Unsloth Vision Model Finetuning
- Workflow:Googleapis Python genai Multimodal Content Generation
- Workflow:ClickHouse ClickHouse Packaging For Distribution
- Workflow:Ollama Ollama Model Registry Operations
- Workflow:Huggingface Datasets Dataset Loading and Exploration
Principles
- Principle:Huggingface Datasets SQL Export
- Principle:Fastai Fastbook Entity Embeddings
- Principle:FlowiseAI Flowise Chat History Management
- Principle:Openclaw Openclaw Persona Customization
- Principle:DataTalksClub Data engineering zoomcamp Spark Session Initialization
- Principle:DataTalksClub Data engineering zoomcamp Loading Path Selection
- Principle:Mlflow Mlflow Code Quality Linting
- Principle:Fastai Fastbook Fine Tuning
- Principle:Alibaba MNN Diffusion MNN Conversion
- Principle:Sktime Pytorch forecasting Dependency Diagnostics
Implementations
- Implementation:Langfuse Langfuse Docker Compose Production
- Implementation:Googleapis Python genai CreateTuningJobConfig Setup
- Implementation:Kornia Kornia SSIM Metric
- Implementation:Mlc ai Web llm Tool Choice Request
- Implementation:Cleanlab Cleanlab Multilabel Find Label Issues
- Implementation:Lance format Lance Plan Compaction
- Implementation:Huggingface Open r1 Trainer Save and Push
- Implementation:Speechbrain Speechbrain Train AISHELL1 Transformer Wav2Vec
- Implementation:ArroyoSystems Arroyo Preview Connector
- Implementation:Zai org CogVideo I2V Pipeline Configuration
Heuristics
- Heuristic:Promptfoo Promptfoo WAL Mode Network Filesystem
- Heuristic:Helicone Helicone Rate Limiting Fail Open
- Heuristic:Zai org CogVideo Training Hyperparameter Defaults
- Heuristic:Run llama Llama index Evaluator LLM Selection
- Heuristic:Predibase Lorax LoRA Kernel Selection By Rank
- Heuristic:Langchain ai Langgraph Durability Mode Selection
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:Ucbepic Docetl Validation Retry Strategy
- Heuristic:Cypress io Cypress Global Install Warning
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
Environments
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime
- Environment:Rapidsai Cuml CUDA GPU
- Environment:Langgenius Dify Node Frontend Environment
- Environment:Predibase Lorax CUDA GPU Runtime
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment