We thank the reviewers for the positive reviews and valuable feedback. Then, we reply to other remarks. We will update the manuscript accordingly. The idea of the proof is to combine the PL-inequality in Lemma 4.1 NTK is not well defined. On the contrary, our paper just requires the first layer to be overparameterized (i.e., all the As noted by Rev. 3, if Thus, GD requires more iterations to converge to a global optimum.

Eric Wollberg's interest in facilitating lucid dreams emerged while living in Jerusalem, reading lots of theology. "Abraham, Muhammad, Buddha, all those prophets received their prophetic wisdom in their dreams," the startup and tech investment alum told me recently. During some periods of his life, Wollberg too regularly experienced the sorts of dreams where he knew he was awake. He wondered whether there was a way to use emerging technology to have them on demand. Last February a hint came from, of all people, Grimes.

I recently started an AI-focused educational newsletter, that already has over 150,000 subscribers. TheSequence is a no-BS (meaning no hype, no news etc) ML-oriented newsletter that takes 5 minutes to read. The goal is to keep you up to date with machine learning projects, research papers and concepts. When it comes to the space of generative AI and foundational models, OpenAI seems to have hit escape velocity with the recent release of technologies such as ChatGPT. Given the computational requirements of these systems, it seems logical that the core competition of OpenAI will come from incumbent AI labs such as Google-DeepMind and Meta AI.

Employment Hero is an Australian tech unicorn - valued at over $1 billion. Our world-class software is the easiest way for small to medium-sized businesses to manage HR, payroll, employee engagement, and benefits. We've grown 100% year on year since inception, and expanded globally in late 2020. We now service over 80,000 businesses and we will continue to grow rapidly in 2022 and beyond. We believe in distributed employment and take a Remote First approach with our people.

C3.ai is expected to go public on Wednesday. The company will have about 109 million fully diluted shares outstanding after the offering and two concurrent private placements: Microsoft (MSFT) has agreed to buy $50 million of stock at the IPO price, while Spring Creek Capital, an affiliate of Koch Industries, has pledged to invest $100 million on the same basis. At the top of the range, the company would be worth about $4.1 billion. The company will trade on the New York Stock Exchange under the symbol AI. The underwriting group for the deal is led by Morgan Stanley, J.P. Morgan and BofA Securities.

In this last talk of day 01 of Computer Vision DevCon 2020, Brandon Gilles, CEO at Luxonis, explained the world's first embedded spatial AI platform -- OpenCV AI Kit (OAK). Embedded spatial AI platform provides an immense capability to imitate human-level perception in applications. This is essential for specific perception and interaction tasks that could conventionally be only solved by a person can now be performed by embedded systems. This talk starts with the explanation of OAK-1 and OAK-D and further explains how the OpenCV AI kit has two eyes to bring out the depth perception, especially the distance. Case in point -- the system can now quickly identify a good onion from a bad one on a conveyor belt and throw it back into the field.

These and many other fascinating insights are from an analysis of AI startups' funding rounds in 2019 using Crunchbase Pro research. AI startups who have had seed, early-stage venture or late-stage venture funding since December 31, 2018, and are U.S.-based are included in the analysis which is provided here. Crunchbase Pro found 499 startups meeting the search criteria as of today. Their AI strategies include improve every aspect of the customer's lifecycle from pricing through scheduling post-stay cleans. The company manages a growing portfolio of more than 14,000 vacation homes in the U.S, Europe, Central, and South America, and South Africa.

This AI chatbot keeps users in the know and alerts users when they need to take action. DMARC ensures that emails are authenticated properly and allows senders to define how email recipients deal with unauthenticated emails in order to block malicious emails.

At school, adaptive learning platforms will identify specific modules of knowledge that a child needs in order to advance, providing the kind of personal education that previously only individual tutors could offer. Teachers currently use software to identify Web plagiarism, but in the near future, computers will grade papers and exams - not just multiple choice responses, but complex, prose responses as well. At dinner parties and in school parking lots, parents will debate whether or not humans teach better than algorithms. AI will also play an increasingly important role in keeping kids safe. Today'schild protection software relies on a brute force approach - blocking sites, monitoring keywords and allowing parents to covertly take screenshots of their children's online activity.