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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:Ggml org Llama cpp Interactive Chat
- Workflow:MaterializeInc Materialize CI Pipeline Generation
- Workflow:Langchain ai Langgraph ReAct Agent Creation
- Workflow:Turboderp org Exllamav2 Multimodal Vision Inference
- Workflow:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Facebookresearch Audiocraft MusicGen Training Pipeline
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:Cypress io Cypress E2E Test Execution
Principles
- Principle:Nautechsystems Nautilus trader Client Factory Registration
- Principle:Norrrrrrr lyn WAInjectBench Text Embedding Initialization
- Principle:Cleanlab Cleanlab Clean Model Inference
- Principle:Microsoft Autogen State Persistence
- Principle:Duckdb Duckdb String Formatting
- Principle:MarketSquare Robotframework browser Keyword Method Implementation
- Principle:Evidentlyai Evidently Drift Dataset Metrics
- Principle:OpenBMB UltraFeedback World Knowledge Injection
- Principle:Mit han lab Llm awq Conversation Template Management
- Principle:Neuml Txtai Model Integration
Implementations
- Implementation:ClickHouse ClickHouse Clickhouse Test Runner
- Implementation:Farama Foundation Gymnasium FuncEnv
- Implementation:Ollama Ollama Convert Gemma3
- Implementation:ClickHouse ClickHouse Lightweight Updates Stress
- Implementation:LaurentMazare Tch rs FFI Error Handling
- Implementation:Mlc ai Web llm Embedding Input Format
- Implementation:Speechbrain Speechbrain Train Switchboard Transformer
- Implementation:Microsoft Autogen DatabaseManager Operations
- Implementation:Datajuicer Data juicer OptimizeQueryMapper
- Implementation:Guardrails ai Guardrails Guard Call Stream
Heuristics
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
- Heuristic:Predibase Lorax Flash Attention Backend Selection
- Heuristic:Treeverse LakeFS Batch Delay Tuning
- Heuristic:Duckdb Duckdb PR Submission Strategy
- Heuristic:Arize ai Phoenix Queue Clear Race Condition
- Heuristic:PeterL1n BackgroundMattingV2 Refine Mode Selection
- Heuristic:Pytorch Serve Torch Compile Best Practices
- Heuristic:Allenai Open instruct BFloat16 Training
- Heuristic:AnswerDotAI RAGatouille In Memory Reranking Limits
- Heuristic:Microsoft BIPIA Torch Compile Platform Guard
Environments
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Dotnet Machinelearning Platform Architecture Support
- Environment:Mlflow Mlflow MLflow Server Environment
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Haifengl Smile Java 25 Runtime
- Environment:Tensorflow Serving GPU CUDA Environment
- Environment:Marker Inc Korea AutoRAG Python 3 10 Runtime