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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:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:FlagOpen FlagEmbedding Benchmark Evaluation
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:Neuml Txtai RAG Pipeline
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:CrewAIInc CrewAI Hierarchical Crew Execution
- Workflow:DevExpress Testcafe Programmatic Test Execution
- Workflow:Mbzuai oryx Awesome LLM Post training Research Trend Analysis
- Workflow:Astronomer Astronomer cosmos TaskGroup dbt integration
- Workflow:Run llama Llama index ReAct Agent
Principles
- Principle:Mlflow Mlflow Container Orchestration
- Principle:Infiniflow Ragflow Search Configuration
- Principle:Huggingface Transformers Device Mesh Topology
- Principle:AUTOMATIC1111 Stable diffusion webui Txt2img parameter configuration
- Principle:AnswerDotAI RAGatouille Index Loading
- Principle:Groq Groq python Vector Extraction
- Principle:Kserve Kserve TrainedModel Registration
- Principle:Marker Inc Korea AutoRAG Corpus Ingestion
- Principle:Huggingface Datasets Immutable Format Setting
- Principle:Sdv dev SDV Multi Table Data Sampling
Implementations
- Implementation:NVIDIA TransformerEngine Triton Cross Entropy
- Implementation:Open compass VLMEvalKit LongVITA
- Implementation:Bentoml BentoML Runner Container
- Implementation:Webdriverio Webdriverio BrowserStack Reporter
- Implementation:Risingwavelabs Risingwave DbzSourceUtils
- Implementation:Avhz RustQuant DateRollingConvention
- Implementation:Microsoft Autogen GraphFlow Run Stream
- Implementation:HKUDS AI Trader Analyze CD5
- Implementation:Kornia Kornia Bilateral Filter
- Implementation:Microsoft Agent framework Content To Function Approval Response
Heuristics
- Heuristic:CarperAI Trlx Reward Model Layer Freezing
- Heuristic:Ggml org Ggml Memory Allocation Strategy
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
- Heuristic:Onnx Onnx Big Endian Byte Order Handling
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:TobikoData Sqlmesh Forward Only Safety
- Heuristic:DevExpress Testcafe Concurrency Factor Limit
- Heuristic:Lakeraai Pint benchmark Optimal Configuration Selection
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:Triton inference server Server Concurrency Throughput Rule
Environments
- Environment:Mbzuai oryx Awesome LLM Post training Python Requests
- Environment:Lance format Lance Python Environment
- Environment:Pola rs Polars Cloud Storage Environment
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Spotify Luigi Hadoop HDFS Cluster
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Triton inference server Server Docker Container Build
- Environment:Apache Airflow Development Contributor Environment
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Mlc ai Web llm Node Build Toolchain