In my lab, we use deep tank to design new semiconductors. We found the result is awesome. We want to grow 100 micron size of 2D semiconductor. Using the deep suggested recipe, we got a size of 130 micron.The best result ever in our lab. As silicon reaching its theoretical limit, my lab using deep think is working with new materials in the 2D space. Two dimension material is a family of material that has one molecular thickness is a natural choice for futuristic electronics because its thickness is is extrem ...

In my lab, we use deep tank to design new semiconductors. We found the result is awesome. We want to grow 100 micron size of 2D semiconductor. Using the deep suggested recipe, we got a size of 130 micron.The best result ever in our lab. As silicon reaching its theoretical limit, my lab using deep think is working with new materials in the 2D space. Two dimension material is a family of material that has one molecular thickness is a natural choice for futuristic electronics because its thickness is is extrem ...

Core Insights - ACG Packaging Materials' Shirwal site has been recognized by the World Economic Forum's Global Lighthouse Network for its advanced digital transformation [1][3] - This is ACG's second facility to receive such recognition, following the Pithampur capsules plant in 2023 [1] - The transformation at the Shirwal plant involved technologies such as generative AI, machine learning, deep learning, IIoT, and digital twin technologies [1] Performance Outcomes - The digital transformation led to a 40% reduction in lead times [2] - There was a 71% decrease in defects reported [2] - Energy usage was reduced by 31% [2] - Full on-time deliveries improved by 34% [2] Industry Context - The Global Lighthouse Network, initiated by the World Economic Forum in collaboration with McKinsey & Company, recognizes manufacturing sites that excel in productivity, supply chain resilience, sustainability, talent development, and customer focus [3] - Kiva Allgood from the World Economic Forum emphasized that modern competitiveness is defined by the ability to adapt and respond quickly, highlighting the importance of intelligence-led operations [4] Company Commitment - ACG operates in 138 countries across six continents, showcasing its global reach [5] - The CEO of ACG Packaging Materials, S R Shivshankar, stated that the recognition reflects the commitment of the Shirwal team to integrate advanced digital technologies into manufacturing operations, enhancing quality, productivity, and sustainability [5]

Gemini 3 combines multimodal understanding and coding to help you learn anything. Using Google AI Studio, see how Gemini 3 analyzes a complex research paper on materials science and deep learning to create code for a beautiful, interactive guide with 3D visualizations that make the concepts easy to explore. What will Gemini create if you upload a different paper? Find out more about Gemini 3: https://deepmind.google/models/gemini/ ___ Prompt: I want to learn about ""Scaling deep learning for materials disco ...

Core Insights - Amazon plans to close all 19 of its grocery stores in Britain due to the inability of checkout-free technology to compete with the rising demand for online delivery services [1][2] - The decision follows a thorough evaluation of business operations and highlights the substantial growth opportunities in online delivery [2][4] - Amazon will convert five of the stores into Whole Foods Market locations and launch a same-day fresh food delivery service next year [3][5] Group 1: Business Operations - The closure will affect all 19 Amazon Fresh stores, which were opened less than five years ago [1] - The company’s checkout-free technology, which allows customers to shop without traditional registers, has not resonated well with post-pandemic shoppers [4] Group 2: Strategic Shifts - Amazon will shut down 14 of the Fresh stores and repurpose the remaining five into Whole Foods Market shops, indicating a strategic shift towards its established organic grocery brand [3] - The company aims to enhance its online delivery capabilities by launching a same-day fresh product delivery service next year, reflecting a focus on adapting to consumer preferences [2][5]

Personal Growth & Development - The speaker reflects on a past tendency to stay within a "comfort zone," comparing it to a turtle retreating into its shell, hindering exploration and growth [1][2] - The speaker emphasizes the importance of breaking free from limitations and challenging oneself to achieve personal and academic growth [3][12] - The speaker highlights the value of embracing challenges, viewing them as opportunities for learning and improvement [11][14] - The speaker encourages the audience to identify and break free from their own "shells" of fear, doubt, or limiting beliefs [12][13] Overcoming Academic Challenges - The speaker describes the initial difficulties faced when transitioning from textbook knowledge to real-world scientific research [4] - The speaker details the process of learning from research papers, designing experiments, and adapting to real-life conditions [5] - The speaker shares the experience of applying deep learning methods to represent the morphology of chemicals, pushing personal boundaries [6] - The speaker recounts the challenges of writing academic papers and delivering formal presentations, emphasizing the importance of perseverance [7][8] - The speaker highlights the value of feedback from experts, viewing it as an opportunity to refine research and improve scientific rigor [10][11]

Core Insights - PacBio has licensed advanced deep learning-based DNA methylation detection methods from The Chinese University of Hong Kong (CUHK) to enhance its HiFi sequencing capabilities, specifically for detecting 5-hydroxymethylcytosine (5hmC), hemimethylated 5-methylcytosine (5mC), and N6-methyladenine (6mA) [1][2][4] Technology and Innovation - The licensed technology includes the Holistic Kinetic Model 2 (HK2), which utilizes an AI deep learning framework to improve the accuracy of methylation detection, including the ability to call native 5hmC in single molecules, a first for HiFi sequencing [2][4] - HiFi sequencing on Revio and Vega platforms allows for comprehensive genome and epigenome readouts from native DNA without chemical conversion or additional sample preparation, enhancing the efficiency of sequencing workflows [3][6] Market Impact - The integration of HK2 is expected to set a new standard for accuracy in DNA methylation detection, particularly for 5mC and 5hmC, which are crucial for research in cancer and human development [4][7] - Institutions like Children's Mercy Kansas City and GeneDx are already utilizing HiFi sequencing for genomic and epigenomic profiling, indicating a growing adoption of this technology in clinical settings [5] Future Prospects - The new capabilities from HK2 will be delivered to existing customers through software updates, ensuring no additional costs or changes to current sequencing protocols [3][8] - The ability to profile 5hmC is anticipated to open new avenues in liquid biopsy and cancer detection, maintaining DNA integrity and supporting haplotype-resolved analysis [6][8]