AI is one of the most happening domains in the world right now. It would take a lifetime to skim through all the machine learning research papers released till date. As the AI keeps itself in the news through new releases of frameworks, regulations and breakthroughs, we can only hope to get the best of the lot.
So, here we have a compiled a list of top exciting AI announcements released over the past one week:
Late last year, Google locked horns with IBM in their race for quantum supremacy. Though the news has been around how good their quantum computers are, not much has been said about the implementation. Today, Google brings two of their most powerful frameworks Tensorflow and CIRQ together and releases TensorFlow Quantum, an open-source library for the rapid prototyping of quantum ML models.
Google AI team has joined hands with the University of Waterloo, X, and Volkswagen, announced the release of TensorFlow Quantum (TFQ).
TFQ is designed to provide the developers with the tools necessary for assisting the quantum computing and machine learning research communities to control and model quantum systems.
The team at Google have also released a TFQ white paper with a review of quantum applications. And, each example can be run in-browser via Colab from this research repository.
A key feature of TensorFlow Quantum is the ability to simultaneously train and execute many quantum circuits. This is achieved by TensorFlows ability to parallelise computation across a cluster of computers, and the ability to simulate relatively large quantum circuits on multi-core computers.
As the devastating news of COVID-19 keeps rising at an alarming rate, the AI researchers have given something to smile about. DeepMind, one of the premier AI research labs in the world, announced last week, that they are releasing structure predictions of several proteins that can promote research into the ongoing research around COVID-19. They have used the latest version of AlphaFold system to find these structures. AlphaFold is one of the biggest innovations to have come from the labs of DeepMind, and after a couple of years, it is exhilarating to see its application in something very critical.
As the pursuit to achieve human-level intelligence in machines fortifies, language modeling will keep on surfacing till the very end. One, human language is innately sophisticated, and two, training language models from scratch is exhaustive.
The last couple of years has witnessed a flurry of mega releases from the likes of NVIDIA, Microsoft and especially Google. As BERT topped the charts through many of its variants, Google now announces ELECTRA.
ELECTRA has the benefits of BERT but more efficient learning. They also claim that this novel pre-training method outperforms existing techniques given the same compute budget.
The gains are particularly strong for small models; for example, a model trained on one GPU for four days outperformed GPT (trained using 30x more compute) on the GLUE natural language understanding benchmark.
China has been the worst-hit nation of all the COVID-19 victims. However, two of the biggest AI breakthroughs have come from the Chinese soil. Last month, Baidu announced how its toolkit brings down the prediction time. Last week, another Chinese giant, Alibaba announced that its new AI system has an accuracy of 96% in detecting the coronavirus from the CT scan of the patients. Alibabas founder Jack Ma has fueled the vaccine development efforts of his team with a $2.15 M donation.
Facebook AI has released its in-house feature of converting a two-dimensional photo into a video byte that gives the feel of having a more realistic view of the object in the picture. This system infers the 3D structure of any image, whether it is a new shot just taken on an Android or iOS device with a standard single camera, or a decades-old image recently uploaded to a phone or laptop.
The feature has been only available on high-end phones through the dual-lens portrait mode. But, now it will be available on every mobile device even with a single, rear-facing camera. To bring this new visual format to more people, the researchers at Facebook used state-of-the-art ML techniques to produce 3D photos from virtually any standard 2D picture.
One significant implication of this feature can be an improved understanding of 3D scenes that can help robots navigate and interact with the physical world.
As the whole world focused on the race to quantum supremacy between Google and IBM, Honeywell silently has been building, as it claims, the most powerful quantum computer yet. And, it plans to release this by the middle of 2020.
Thanks to a breakthrough in technology, were on track to release a quantum computer with a quantum volume of at least 64, twice that of the next alternative in the industry. There are a number of industries that will be profoundly impacted by the advancement and ultimate application of at-scale quantum computing, said Tony Uttley, President of Honeywell Quantum Solutions in the official press release.
The outbreak of COVID-19 has created a panic globally and rightfully so. Many flagship conferences have been either cancelled or have been moved to a virtual environment.
Nvidias flagship GPU Technology Conference (GTC), which was supposed to take place in San Francisco in the last week of March was cancelled due to fears of the COVID-19 coronavirus.
Whereas, Google Cloud also has cancelled its upcoming event, Google Cloud Next 20, which was slated to take place on April 6-8 at the Moscone Center in San Francisco. Due to the growing concern around the coronavirus (COVID-19), and in alignment with the best practices laid out by the CDC, WHO and other relevant entities, Google Cloud has decided to reimagine Google Cloud Next 20, the company stated on its website.
One of the popular conferences for ML researchers, ICLR2020 too, has announced that they are cancelling its physical conference this year due to growing concerns about COVID-19. They are shifting this event to a fully virtual conference.
ICLR authorities also issued a statement saying that all accepted papers at the virtual conference will be presented using a pre-recorded video.
comments
Originally posted here:
Top AI Announcements Of The Week: TensorFlow Quantum And More - Analytics India Magazine
- D-Wave Introduces New Fast Anneal Feature, Extending Quantum Computing Performance Gains - Yahoo Finance - April 20th, 2024 [April 20th, 2024]
- Major First: Quantum Information Produced, Stored, And Retrieved - ScienceAlert - April 20th, 2024 [April 20th, 2024]
- Horizon Quantum Computing to Establish First-of-a-Kind Hardware Testbed - The Quantum Insider - April 20th, 2024 [April 20th, 2024]
- Quantum Cloud Computing Secured in New Breakthrough at Oxford - TechRepublic - April 20th, 2024 [April 20th, 2024]
- Quantum Computing Could be the Next Revolution - Fair Observer - April 20th, 2024 [April 20th, 2024]
- Horizon Quantum Computing to Pioneer Multi-Vendor Quantum Hardware Testbed - HPCwire - April 20th, 2024 [April 20th, 2024]
- These 10 quantum computing companies have pulled in the most VC cash - PitchBook News & Analysis - April 20th, 2024 [April 20th, 2024]
- D-Wave Launches Fast Anneal Feature for Enhanced Quantum Computing Performance - Quantum Computing Report - April 20th, 2024 [April 20th, 2024]
- Software Specialist Horizon Quantum to Build First-of-a-Kind Hardware Testbed - HPCwire - April 20th, 2024 [April 20th, 2024]
- Illuminating Futures: Celebrating Achievements and Exploring Quantum Computing at This is IT! Event - Royal Examiner - April 20th, 2024 [April 20th, 2024]
- Horizon Quantum Computing to Establish First-of-a-Kind Hardware Testbed - The Bakersfield Californian - April 20th, 2024 [April 20th, 2024]
- A Weakness in One of the NIST PQC Algorithms Was Not Uncovered After All - Quantum Computing Report - April 20th, 2024 [April 20th, 2024]
- Commodore 64 claimed to outperform IBM's quantum system sarcastic researchers say 1 MHz computer is faster ... - Tom's Hardware - April 20th, 2024 [April 20th, 2024]
- Quantum computing: a new frontier for the broadcast and media industry - RedShark News - April 20th, 2024 [April 20th, 2024]
- 3 Steps Businesses Should Take to Prepare for Quantum Computing Disruption - TechSpective - April 20th, 2024 [April 20th, 2024]
- Orientum Publishes 'Quantum Finance Algorithm' Paper on ArXiv - The Quantum Insider - April 20th, 2024 [April 20th, 2024]
- Quantum Linear Solvers for Redundant Baseline Calibration - AZoQuantum - April 20th, 2024 [April 20th, 2024]
- 'Almost very close' to nuclear weapon: Federal cyber officials brace for quantum computing surprise - Washington Times - April 20th, 2024 [April 20th, 2024]
- D-Wave fast anneal extends quantum computing performance ... - eeNews Europe - April 20th, 2024 [April 20th, 2024]
- Horizon Quantum Computing to Set Up Its Own Hardware Testbed for Tight Integration Between the Hardware and Software Stacks - Quantum Computing Report - April 20th, 2024 [April 20th, 2024]
- Global Quantum Technology Market Research 2024-2029 with Assessment of Companies Focused on Quantum ... - Daily Host News - April 20th, 2024 [April 20th, 2024]
- The experimental demonstration of a verifiable blind quantum computing protocol - Phys.org - April 20th, 2024 [April 20th, 2024]
- Researchers create 'quantum drums' to store qubits one step closer to groundbreaking internet speed and security - Tom's Hardware - April 20th, 2024 [April 20th, 2024]
- Access to burgeoning quantum technology field could be widened by educational model - Phys.org - April 20th, 2024 [April 20th, 2024]
- 'Quantum memory' could make the internet super fast and secure - Futurity: Research News - April 20th, 2024 [April 20th, 2024]
- Senate bill aims to bring more private sector participation to federal AI innovation - Nextgov/FCW - April 20th, 2024 [April 20th, 2024]
- Quantum Computing Leaps Forward with Groundbreaking Error Correction - yTech - April 4th, 2024 [April 4th, 2024]
- Microsoft and Quantinuum Pave the Way for Reliable Quantum Computing - yTech - April 4th, 2024 [April 4th, 2024]
- Breakthrough in Quantum Information Communication Achieved by Tokyo Researchers - yTech - April 4th, 2024 [April 4th, 2024]
- Microsoft Advances in Quantum Computing with Error-Reduction Breakthrough - yTech - April 4th, 2024 [April 4th, 2024]
- Quantinuum H2 Paves the Way for Reliable Quantum Computing - yTech - April 4th, 2024 [April 4th, 2024]
- Why Quantum Computers Will Never Break Bitcoin - Palm Beach Research Group - April 4th, 2024 [April 4th, 2024]
- Microsoft and Quantinuum boast quantum computing breakthrough - DIGIT.FYI - April 4th, 2024 [April 4th, 2024]
- Microsoft and Quantinuum announce breakthrough in quantum computing 14 thousand experiments without errors - ITC - April 4th, 2024 [April 4th, 2024]
- Revolutionizing Quantum Computing: Breakthroughs in Quantum Error Correction - AZoQuantum - April 4th, 2024 [April 4th, 2024]
- Quantum Computing Recharged With Electromagnetic Ion Trap Innovation - SciTechDaily - April 4th, 2024 [April 4th, 2024]
- Next-Generation Quantum Leap Achieved by Microsoft and Quantinuum - yTech - April 4th, 2024 [April 4th, 2024]
- Microsoft and Quantinuum announce development of next-generation technology that reduces 'noise' by 800 times ... - GIGAZINE - April 4th, 2024 [April 4th, 2024]
- BTQ Technologies Corp. Partners with the Australian Quantum Software Network to Advance Quantum Computing and ... - PR Newswire - April 4th, 2024 [April 4th, 2024]
- Quantinuum and Microsoft Leap towards Quantum Superiority with Noise Reduction Breakthrough - yTech - April 4th, 2024 [April 4th, 2024]
- The 3 Best Quantum Computing Stocks to Buy in Q2 2024 - InvestorPlace - April 4th, 2024 [April 4th, 2024]
- What Are the Implications of Quantum Computing for the Future of Data Security? - socPub - April 4th, 2024 [April 4th, 2024]
- Cosmic rays, XR, and 'multiverse' quantum computing welcome to EIC's deeptech Scaling Club - TNW - April 4th, 2024 [April 4th, 2024]
- Wall Street Favorites: 3 Quantum Computing Stocks with Strong Buy Ratings for February 2024 - InvestorPlace - February 26th, 2024 [February 26th, 2024]
- Never-Repeating Tiles Can Safeguard Quantum Information - Quanta Magazine - February 26th, 2024 [February 26th, 2024]
- Fractional Electrons: MIT's New Graphene Breakthrough Is Shaping the Future of Quantum Computing - SciTechDaily - February 26th, 2024 [February 26th, 2024]
- Qubits are notoriously prone to failure but building them from a single laser pulse may change this - Livescience.com - February 26th, 2024 [February 26th, 2024]
- New Phase of Matter Created During Experiments with Exotic Particles in Quantum Processor - The Debrief - February 26th, 2024 [February 26th, 2024]
- Harnessing the Power of Neutrality: Comparing Neutral-Atom Quantum Computing With Other Modalities - The Quantum Insider - February 26th, 2024 [February 26th, 2024]
- Apple is already defending iMessage against tomorrow's quantum computing attacks - The Verge - February 26th, 2024 [February 26th, 2024]
- Government of Canada Supports Xanadu to Accelerate Quantum Computing Research and Education - HPCwire - February 26th, 2024 [February 26th, 2024]
- U.S. weighs National Quantum Initiative Reauthorization Act - TechTarget - February 26th, 2024 [February 26th, 2024]
- The Current State of Quantum Computing - Securities.io - February 26th, 2024 [February 26th, 2024]
- Superconducting qubit promises breakthrough in quantum computing - Advanced Science News - February 26th, 2024 [February 26th, 2024]
- Quantum Computing Breakthrough: New Fusion of Materials Has All the Components Required for a Unique Type of ... - SciTechDaily - February 26th, 2024 [February 26th, 2024]
- 3 Quantum Computing Stocks That Could Be Multibaggers in the Making: February Edition - InvestorPlace - February 26th, 2024 [February 26th, 2024]
- DCD Podcast - The fundamentals of quantum computing, with Yuval Boger, QuEra - DCD - DatacenterDynamics - February 26th, 2024 [February 26th, 2024]
- Apple to launch PQ3 update for iMessage, bolstering encryption against quantum computing - ReadWrite - February 26th, 2024 [February 26th, 2024]
- Illinois governor's proposed $53B budget includes funds for migrants, quantum computing and schools - The Associated Press - February 26th, 2024 [February 26th, 2024]
- How is Quantum Technology Developing in Ireland? A Conversation with John Durcan, IDA Ireland - AZoQuantum - February 26th, 2024 [February 26th, 2024]
- Quantum Poker: The States of Colorado and Illinois are Betting on Quantum - Quantum Computing Report - February 26th, 2024 [February 26th, 2024]
- One of those transformational investments: $15M brings quantum computing to SC - WIS News 10 - February 26th, 2024 [February 26th, 2024]
- Apple is future-proofing iMessage with post-quantum cryptography - Cointelegraph - February 26th, 2024 [February 26th, 2024]
- Singapore warns banks to prepare for quantum computing cyber threat - Finextra - February 26th, 2024 [February 26th, 2024]
- New Superconducting Flowermon Superconducting Qubit Designed to Greatly Increase Coherence Times - Quantum Computing Report - February 26th, 2024 [February 26th, 2024]
- Apple Ramps Up iMessage Security to Fight Looming Quantum Computing Threat - PCMag - February 26th, 2024 [February 26th, 2024]
- IONQ Stock Outlook: Why This Quantum Computing Play Could Be a Long-Term Winner - InvestorPlace - February 26th, 2024 [February 26th, 2024]
- Apple future-proofing iMessage to protect against the scary future of quantum computing hacking - TechRadar - February 26th, 2024 [February 26th, 2024]
- Apple to upgrade iMessage with measures against future quantum computing hacking - The Indian Express - February 26th, 2024 [February 26th, 2024]
- FedDev Ontario invests $17 million in 12 companies to advance quantum computing - IT World Canada - February 26th, 2024 [February 26th, 2024]
- Apple Bolsters iMessage Encryption Amid Quantum Computing Threats - Telecom Lead - February 26th, 2024 [February 26th, 2024]
- The 3 Most Undervalued Quantum Computing Stocks to Buy in January - InvestorPlace - January 21st, 2024 [January 21st, 2024]
- The Week's 10 Biggest Funding Rounds: Quantinuum And Flexport Lock Up Huge Rounds - Crunchbase News - January 21st, 2024 [January 21st, 2024]
- US users top list after Chinas state-of-the-art quantum computer goes global - South China Morning Post - January 21st, 2024 [January 21st, 2024]
- Mitsui to invest in Quantinuum, a leading global quantum computing company, and sign a distributorship agreement for ... - Mitsui - January 21st, 2024 [January 21st, 2024]
- Breakthrough in quantum computing with stable room temperature qubits - Advanced Science News - January 21st, 2024 [January 21st, 2024]
- Why IONQ Is Not a Stock to Buy (Yet) - InvestorPlace - January 21st, 2024 [January 21st, 2024]
- Davos and the global state of quantum - POLITICO - January 21st, 2024 [January 21st, 2024]
- High-Frequency Transactions: Collaborating with Quantum AI? Features Film Threat - Film Threat - January 21st, 2024 [January 21st, 2024]
- Quantum Computing: Revolution on the Horizon? | by Shan | Jan, 2024 - Medium - January 21st, 2024 [January 21st, 2024]