API Leaders
GPT-4o and Claude 3.5 Sonnet lead the API space for complex visual reasoning, such as extracting structured JSON from messy receipts or understanding UI layouts.
Open Weights
Models like LLaVA and Qwen-VL provide excellent local alternatives. However, local VLMs currently struggle with high-resolution images compared to APIs, often downsampling heavily before processing.
Internal Resources
- Inference Cost Calculator
- Latency Estimator
- Tabular vs Deep Learning
- Local LLMs vs Managed APIs
- Time Series Baselines
- Tabular Model Selector
- Vision Architecture Selector
- VRAM Calculator
- Choosing Embeddings
- CNN vs ViT in 2024
- RLHF vs DPO
- RAG Chunking Strategies
- RAG Chunk Size Calculator
- Token Ratio Estimator
- Synthetic Data Generation
- Quantization Methods Explained
- Quantization Memory Savings
- Fine-Tuning vs LoRA
- LoRA Rank Calculator
- Multimodal Model Landscape