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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:Microsoft BIPIA White Box Defense Finetuning
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:SeleniumHQ Selenium Contributor Development Workflow
- Workflow:CrewAIInc CrewAI Flow Based Orchestration
- Workflow:NVIDIA NeMo Aligner Supervised Fine Tuning
- Workflow:Trailofbits Fickling Pickle Decompilation and Tracing
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:Microsoft LoRA LoRA Integration
- Workflow:Recommenders team Recommenders News Recommendation NRMS
Principles
- Principle:Langgenius Dify ContentModeration
- Principle:Marker Inc Korea AutoRAG API Based Passage Reranking
- Principle:SeldonIO Seldon core Tabular Data Query Filtering
- Principle:Getgauge Taiko Script Execution
- Principle:Lance format Lance Vector Data Preparation
- Principle:Zai org CogVideo SAT Training Execution
- Principle:Fede1024 Rust rdkafka Custom Client Context
- Principle:AUTOMATIC1111 Stable diffusion webui UI Architecture
- Principle:NVIDIA TransformerEngine Distributed Initialization
- Principle:Apache Shardingsphere Column Based Routing
Implementations
- Implementation:Apache Flink AsyncSinkConnectorOptions
- Implementation:Kserve Kserve LLMIsvc Quick Install
- Implementation:Zai org CogVideo Accelerator Setup
- Implementation:Online ml River Sketch Counter
- Implementation:Datajuicer Data juicer VideoAestheticsFilter
- Implementation:Haosulab ManiSkill GenerateTaskDocs
- Implementation:Openai Openai python Tool Choice MCP Param
- Implementation:Langgenius Dify UsePay
- Implementation:Cohere ai Cohere python ResponseFormat Union
- Implementation:PrefectHQ Prefect Task Decorator
Heuristics
- Heuristic:Pola rs Polars Use Spawn Not Fork Multiprocessing
- Heuristic:Bentoml BentoML Warning Deprecated Runner Class
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:Tensorflow Serving GPU Memory And CPU Optimization
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
- Heuristic:Unslothai Unsloth GGUF Quantization Selection
- Heuristic:Nautechsystems Nautilus trader Parquet Row Group Tuning
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
- Heuristic:Google research Deduplicate text datasets Parallel Job Scaling By Data Size
Environments
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Intel Ipex llm NPU Environment
- Environment:Vibrantlabsai Ragas LLM Provider Credentials
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Apache Dolphinscheduler Database Backend