AIWalker
AIWalker
Apr 17, 2025 · Artificial Intelligence

Unveiling DeepSeek’s Janus Series: Decoupled Visual Encoding for Unified Multimodal Understanding and Generation

This article provides an in‑depth analysis of DeepSeek’s Janus and Janus‑Pro models, explaining how decoupling visual encoding resolves the conflict between multimodal understanding and generation, detailing training stages, data scaling, architectural choices, and presenting extensive benchmark results that demonstrate significant performance gains.

DeepSeekJanusbenchmark
0 likes · 23 min read
Unveiling DeepSeek’s Janus Series: Decoupled Visual Encoding for Unified Multimodal Understanding and Generation
Alibaba Cloud Developer
Alibaba Cloud Developer
Sep 2, 2019 · Fundamentals

Mastering Data Visualization: Tools, Design Principles, and Practical Tips

This article explains why accurate, clear, and elegant visualizations are essential, compares popular tools such as Excel and Tableau, outlines how to choose the right chart and visual encoding, discusses design principles like Gestalt laws and cognitive load, and shows a step‑by‑step case study of improving a capital‑budget chart.

BI ToolsDesign Principleschart design
0 likes · 18 min read
Mastering Data Visualization: Tools, Design Principles, and Practical Tips