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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 Semantic kernel Plugin Integration And Function Calling
- Workflow:Spotify Luigi Local Batch Pipeline
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:Neuml Txtai Agent Execution
- Workflow:Iamhankai Forest of Thought Game24 Forest Solving
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:Hpcaitech ColossalAI RAG Application
- Workflow:Princeton nlp Tree of thought llm Adding new task
- Workflow:Apache Hudi Docker Demo Setup
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
Principles
- Principle:Scikit learn contrib Imbalanced learn Instance Hardness Thresholding
- Principle:Sail sg LongSpec Evaluation Callback Pipeline
- Principle:Mit han lab Llm awq Fused Normalization
- Principle:Apache Paimon Ingestion Verification
- Principle:PeterL1n BackgroundMattingV2 Selective refinement matting
- Principle:Apache Spark Cluster Lifecycle Shutdown
- Principle:DataExpert io Data engineer handbook Scalar UDF Enrichment
- Principle:ARISE Initiative Robosuite Object Modeling
- Principle:Sail sg LongSpec Code Execution Evaluation
- Principle:Huggingface Transformers Quantization Configuration
Implementations
- Implementation:Apache Druid SchemaTable
- Implementation:Online ml River Time Series SNARIMAX
- Implementation:Microsoft DeepSpeedExamples DeepSpeed Save Checkpoint
- Implementation:Ggml org Ggml Cann common
- Implementation:NVIDIA TransformerEngine Normalization Common
- Implementation:Ollama Ollama Llama Model Apertus
- Implementation:FlowiseAI Flowise DocumentLoaderListDialog
- Implementation:Turboderp org Exllamav2 MMLU Benchmark
- Implementation:Ggml org Llama cpp Regex Partial
- Implementation:Apache Hudi HoodieTableFactory CreateDynamicTableSink
Heuristics
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Hiyouga LLaMA Factory Gradient Checkpointing Memory Optimization
- Heuristic:ArroyoSystems Arroyo Async UDF Concurrency
- Heuristic:DataTalksClub Data engineering zoomcamp DuckDB OOM Memory Management
- Heuristic:Apache Spark Warning Deprecated DStream Streaming
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:FlagOpen FlagEmbedding Length Sorted Batching
- Heuristic:Huggingface Open r1 Test Batch Early Termination
- Heuristic:Facebookresearch Audiocraft Audio Normalization Strategies
Environments
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Unstructured IO Unstructured OpenAI API
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:Vllm project Vllm Environment Variables
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:Pytorch Serve DeepSpeed Environment
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:Deepspeedai DeepSpeed NVMe Environment
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Tencent Ncnn Vulkan Environment