In-Depth Analysis: How DeepSeek Janus Surpasses DALL-E 3

In-Depth Analysis: How DeepSeek Janus Surpasses DALL-E 3

Happy New Year, friends! I wish you good health and success in the new year! The wave of AI technology is continuously advancing, and 2025 is expected to be a year of explosive growth. I hope you keep an eye on the new technological industrial transformation in the coming year. Recently, the Janus-Pro model launched … Read more

Complete Interpretation: From DeepSeek Janus to Janus-Pro!

Complete Interpretation: From DeepSeek Janus to Janus-Pro!

Datawhale Insights Author: Eternity, Datawhale Member Take Home Message: Janus is a simple, unified, and scalable multimodal understanding and generation model that decouples visual encoding from multimodal understanding and generation, alleviating potential conflicts between the two tasks. In the future, it can be expanded to incorporate more input modalities. Janus-Pro builds on this foundation, optimizing … Read more

Comprehensive Guide to Getting Started with Keling AI

Comprehensive Guide to Getting Started with Keling AI

Comprehensive Guide to Getting Started with Keling AI Introduction Hey, have you ever found yourself late at night, staring at your computer screen, fingers tapping away at the keyboard, but feeling completely drained of inspiration and utterly lost? I bet you’re not the only one. But what if, at that moment, there was an AI … Read more

Introduction to MVTec Deep Learning Tool

Introduction to MVTec Deep Learning Tool

Introduction to MVTec Deep Learning Tool The MVTec Deep Learning Tool V0.4.3 has added model training and evaluation features based on its image classification and object detection annotation capabilities. This feature helps customers train deep learning models and provides relevant evaluation information, including heatmaps of predicted categories and confusion matrices for inference images. In the … Read more

Extracting Winter Wheat Sowing Area in Henan Using Deep Learning

Extracting Winter Wheat Sowing Area in Henan Using Deep Learning

Wheat is one of the most important staple foods in China, and the sowing area and yield of wheat are directly related to national food security and social stability. At the same time, the sowing area of wheat is an important link in monitoring wheat growth and estimating yield. With the development of remote sensing … Read more

Deep Learning with Python Finally Arrives!

Deep Learning with Python Finally Arrives!

Editorial Department WeChat Official Account Keywords Search Across the Internet Latest Ranking 『Quantitative Investment』: Ranked First 『Quantitative』: Ranked First 『Machine Learning』: Ranked Third We will continue to work hard to becomethe top qualitytechnology public account on the internet I have been waiting since the beginning of the year Finally, this book has arrived Let me … Read more

Deep Learning (2) – Restricted Boltzmann Machine

Deep Learning (2) - Restricted Boltzmann Machine

Continuing from the previous article Deep Learning (1) – Overview, Distributed Representation, and Ideas 9. Common Models or Methods in Deep Learning 9.1 AutoEncoder The specific process is briefly described as follows: 1) Given unlabeled data, learn features using unsupervised learning: In our previous neural network, as shown in the first diagram, the samples we … Read more

Deep Learning and SAR Applications

Deep Learning and SAR Applications

Click on the blue text above the image “Smart World” to subscribe Introduction Although it seems that the hype curve of deep learning has somewhat contracted (at this stage, the technology is still not mature, and the products are not yet refined, but the market has already heated up, and people’s expectations are very high.) … Read more

Insights from Andrew Ng’s DeepLearning.ai Course on Convolutional Neural Networks and Computer Vision

Insights from Andrew Ng's DeepLearning.ai Course on Convolutional Neural Networks and Computer Vision

Selected from Medium Translated by Machine Heart Contributors: Lu Xue, Li Zenan Not long ago, Andrew Ng’s fourth course on Convolutional Neural Networks was released on Coursera. This article is a reflection written by Ryan Shrott, Chief Analyst at the National Bank of Canada, after completing the course, which helps everyone intuitively understand and learn … Read more