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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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|---|---|---|
| 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:Hiyouga LLaMA Factory LoRA SFT Finetuning
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:Tensorflow Serving REST API Inference
- Workflow:Tensorflow Serving Model Version Management
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Vllm project Vllm Vision Language Inference
- Workflow:Vibrantlabsai Ragas Testset Generation
- Workflow:Turboderp org Exllamav2 Text Generation
- Workflow:Romsto Speculative Decoding Speculative Decoding Inference
- Workflow:OpenHands OpenHands Third Party Runtime Integration
Principles
- Principle:Avhz RustQuant Curve Interpolation
- Principle:Vllm project Vllm Engine Configuration
- Principle:Snorkel team Snorkel Synthetic Label Matrix Generation
- Principle:Triton inference server Server Memory Allocation Testing
- Principle:Kubeflow Pipelines Component Definition
- Principle:Cypress io Cypress Binary Installation
- Principle:CARLA simulator Carla Multi Sensor Synchronization
- Principle:Langgenius Dify NavigationPatterns
- Principle:OWASP Www project top 10 for large language model applications Automated Vulnerability Scanning
- Principle:Bitsandbytes foundation Bitsandbytes 8bit Quantization Configuration
Implementations
- Implementation:Turboderp org Exllamav2 MMLU Benchmark
- Implementation:Langfuse Langfuse API Comments Schema
- Implementation:Facebookresearch Habitat lab Observations to image
- Implementation:MarketSquare Robotframework browser Call Js Keyword
- Implementation:Open compass VLMEvalKit VGRPBench Aquarium
- Implementation:Ucbepic Docetl UseDatasetUpload
- Implementation:NVIDIA TransformerEngine Dropout C API
- Implementation:BerriAI Litellm Simple Shuffle Strategy
- Implementation:Astronomer Astronomer cosmos CI Test Workflow
- Implementation:Infiniflow Ragflow TaskService Update Progress
Heuristics
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
- Heuristic:DataTalksClub Data engineering zoomcamp DuckDB OOM Memory Management
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:SqueezeAILab ETS Thread Parallelism Suppression
- Heuristic:Sdv dev SDV Version Compatibility
- Heuristic:Deepset ai Haystack BM25 Score Scaling
- Heuristic:OpenBMB UltraFeedback GPU Memory Utilization
- Heuristic:NVIDIA TransformerEngine Attention Backend Selection
- Heuristic:Lakeraai Pint benchmark Optimal Configuration Selection
Environments
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Openai Openai node Node 20 Runtime
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:Datahub project Datahub Docker Runtime
- Environment:Tencent Ncnn Build Environment
- Environment:Mlflow Mlflow MLflow Server Environment
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:Neuml Txtai Optional Extras Dependencies