Amazon Is Building a Machine Learning Research Center with USC

Samson Amore

Samson Amore is a reporter for dot.LA. He holds a degree in journalism from Emerson College. Send tips or pitches to samsonamore@dot.la and find him on Twitter @Samsonamore.

Amazon Is Building a Machine Learning Research Center with USC
Photo by Fran on Unsplash

Alexa-maker Amazon is creating a machine learning and artificial intelligence research lab at USC as the retail giant grapples with growing privacy concerns around its products. The Center for Secure and Trusted Machine Learning, part of USC's Viterbi School of Engineering, will support research that looks at new ways to secure and preserve privacy in machine learning and can be applied at scale "to support billions of users."

Amazon's artificial intelligence systems extend beyond its smart home devices; the company automates much of its processes using machine learning; including product recommendation, the Amazon Echo and the Amazon Go store (a brick and mortar location that runs without cashiers). Amazon also recently launched Halo, a wearable fitness tracker comparable to the Fitbit that also connects with Alexa and the rest of its smart devices.


A.I. and machine learning underpin almost all Amazon's products, and the technology is what powers any smart home device. The "internet of things" concept -- the idea that different individual computers can communicate with one another on a universal network -- is also powered by A.I. Nearly all big tech companies use A.I.

"A.I. fuels just about everything we do at Amazon, and we challenge ourselves every day to find ways to use this technology to benefit customers," a company spokesperson told dot.LA. "A.I. is a key part of our culture because we are customer obsessed, and these technologies have developed as great tools for developing and improving customer experiences."

Amazon wouldn't comment on if it will use this research to develop its A.I.-enabled products, like the Alexa smart device.

Though it has relationships with other colleges, the program with USC is Amazon's first machine learning-focused fellowship project with a campus.

The center's goal is to make A.I. and machine learning technologies more secure and trusted by the public. It will be directed by Salman Avestimehr, professor of computer and electrical engineering at USC, who will also oversee related fellowships and the overall project.

Avestimehr said he thinks there are many companies besides Amazon that could benefit from the center's research.

"Amazon is interested in this, and many others. [Machine learning] is a hot topic, and it's on everybody's mind," Avestimehr said. "Privacy, security and trust resonates with everybody."

\u200bSalman Avestimehr USC

Salman Avestimehr is a professor of computer and electrical engineering at USC.

Privacy, according to Avestimehr, refers to keeping individual users' data safe, while security is related to securing the open-source systems from threats. "Since everybody can be a part of this ecosystem of machine learning, therefore it is also open to any adversary behavior," he added.

There's also the challenge big tech companies face in getting their customers to fully trust their automated systems (and keep using their devices).

Google is another tech giant that's trying to figure out how to approach and market A.I., which it uses in many facets of its business including its Google Home devices, which compete with Amazon's Alexa. Lead researchers and engineers at Google have quit over concerns the company and its CEO Sundar Pichai aren't prioritizing diversity in developing A.I. -- an issue they've voiced since 2015. Google's co-head of ethical A.I. Margaret Mitchell is currently under investigation for allegedly sharing classified Google documents with outside sources.

"If this is something like coming up with this algorithm to run your home, how would you trust that? How do you trust this algorithm that is learning by itself?," Avestimehr said.

Amazon had similar issues. Cybersecurity researchers including those at Check Point have uncovered privacy concerns with the Alexa, including the ability to hack into the device, steal personal information and change which "skills" Alexa can perform. "Successful exploitation would have required just one click," Check Point wrote in its report.

At CES last year, Amazon said it sold at least 200 million Alexa devices to date, and that its customers use the voice assistant prompts to control their smart homes a combined "hundreds of millions of times" each week.

"At Amazon, privacy and security are foundational," an Amazon spokesperson said. "Our highest priorities are keeping customers' information safe, providing customers with transparency and control, and making privacy controls incredibly easy to use and understand."

The technology and research produced by the lab could lead to a wider understanding of how A.I. and machine learning works. Avestimehr said he hopes it'll also convince the public to engage with more complex A.I. systems that could actually be dangerous, like autonomous vehicles.

"They're not making big decisions yet," Avestimehr said of most current A.I. systems.

Under Avestimehr's direction, the center will accept qualified USC PhD candidates into its Amazon Machine Learning Fellows program, where they will gain access to funded research projects, annual fellowships, public research symposiums and annual workshops. The program will also reach out to younger engineers; there are plans to train and eventually recruit high school and university students.

"Related to our university, it's good at attracting talent, educating talent and these fellowship resources will be very useful to drawing talented students, educating them and [also] recognizing the greatest students we have at USC," Avestimehr said.

Amazon and USC have partnered before on projects. The ecommerce giant said through a spokesperson that it chose to work with USC to develop a machine learning center partly because it deepens Amazon's access to the graduate talent pool.

"We are delighted to bring together top talent at Amazon and USC in a joint mission to drive ground-breaking advances in privacy and security preserving machine learning; advances that enable us to continue to safely and securely deliver experiences," Amazon's Alexa AI Vice President — and former USC vice dean of engineering — Prem Natarajan said in a statement.

Though it's headquartered in Seattle, Amazon has a sizable operation in Los Angeles. The company said it continues to hire at its hub in L.A., and added, "there are currently more than 500 tech and corporate roles available." Right now, Amazon said it employs thousands in L.A. County.

https://twitter.com/samsonamore
samsonamore@dot.la
🏈Snapchat’s Super Bowl Push & Apple’s New App 📲—Here’s What’s New

🔦 Spotlight

Hello, Los Angeles!

With Super Bowl LIX coming up this Sunday, the buzz isn’t just about the Chiefs vs. Eagles matchup—it’s also about how tech is shaping the experience. From Snapchat’s interactive game-day features to Apple’s latest product launch, there’s plenty happening beyond the field.

Snapchat’s Super Bowl Features

If you're watching the game, chances are you’ll be on your phone just as much as your TV. This year, Snapchat is rolling out AR Lenses, live score updates, and Spotlight challenges to make game day more interactive. Want to try on your team’s jersey? There’s a Lens for that. Need real-time updates? Snap has them covered. Attending the game in New Orleans? Live Location can help you track down friends in the crowd. As the second-screen experience becomes more ingrained in live sports, Snap is making sure it’s front and center.

Snap’s New Initiative: The Department of Angels

Super Bowl Sunday is about competition, but what happens when the challenge isn’t on the field? Yesterday, Snap announced The Department of Angels, a new initiative aimed at supporting communities recovering from disasters, offering independent funding and resources to help them rebuild on their own terms. Backed by $10 million from Snap Inc., Evan Spiegel, Bobby Murphy, and the California Community Foundation, the program shifts away from traditional corporate donations and toward grassroots, community-led recovery efforts. Could this be a model for how tech companies engage with real-world crises in the future?

Apple Wants to Change How You Send Invites

Apple is stepping into the event invite space with Apple Invites, a new app designed to make organizing gatherings simpler. Competing with platforms like Partiful and Evite, Apple’s version integrates directly into iMessage and Apple Calendar, making it an easy, built-in option for Apple users. With so many invite platforms out there, will Apple’s streamlined approach become the go-to for iPhone users, or will it simply be another tool in the mix?

Where to Watch Super Bowl LIX

The Chiefs and Eagles face off this Sunday at 3:30 PM PT on FOX. Here’s a helpful link to directly access ways to watch. You can stream the game for free on Tubi, or catch it on YouTube TV, Hulu + Live TV, NFL+, and fuboTV. And of course, we’ll be watching to see which brands—including tech giants—deliver the most memorable ads of the night.

Between Snap’s game-day integrations, its push to support community-led recovery, and Apple’s move into digital invites, this week is full of shifts in how we connect. Which of these will redefine the way we interact? We’ll be watching.

🤝 Venture Deals

LA Companies

  • Musical AI, a company specializing in rights management for generative AI music, has raised a $1.5M seed funding round led by Build Ventures. The investment will support the development of Musical AI's attribution model, which analyzes tracks to determine the contribution of various data sources in AI-generated music. This enables rightsholders to monitor and manage the use of their works, while providing generative AI companies with access to quality licensed data and detailed usage reports. - learn more

LA Venture Funds
  • Fika Ventures participated in a $16M Series A funding round for Ivo, a San Francisco-based AI-powered contract review platform, bringing its total funding to $22.2M. The company plans to use the funds to scale its AI-driven contract review solutions and has launched the Ivo Search Agent to enhance contract search and analysis capabilities. - learn more
  • Freeflow Ventures participated in a $7M seed funding round for Miist Therapeutics, a Bay Area-based company specializing in physics-based inhaled medicines. Miist plans to use the funds to advance its two lead programs: MST-01 for smoking addiction and MST-02 for migraine treatment. Their proprietary inhaler delivers sterile aqueous drug particles to the peripheral lung, achieving rapid absorption and symptom relief. - learn more
  • Fiore Ventures participated in a $9.5M strategic funding round for Little Otter, a digital mental health care provider specializing in whole-family services. The company plans to use the funds to expand its services to reach millions of families covered by Medicaid and commercial insurance plans, leveraging an AI-powered platform to enhance patient triage and personalized care. - learn more
  • Arca participated in a $13.5M Series A funding round for Beamable, a company specializing in providing live game services for game developers. The funds will be used to expand Beamable's decentralized gaming infrastructure and enhance its platform offerings. - learn more
  • Village Global participated in an $8M seed funding round for Desteia, a company leveraging AI and graph theory to address supply chain disruptions. The funds will be used to enhance Desteia's technology and expand its market reach. - learn more
  • TI Capital and QBIT Capital co-led a $7.5M Series A funding round for Largo.ai, a company specializing in AI-driven solutions for the film industry. The funds will be used to enhance Largo.ai's AI-powered platform and expand its market presence. - learn more
  • Strong Ventures participated in a ₩3.5 billion (approximately $2.9M) funding round for Class101, a South Korea-based all-in-one creator content platform. The company plans to use the funds to enhance its 'Creator Home' service, recruit top creators in fields such as economics, side jobs, art, crafts, and careers, and expand corporate subscription services for employee education and welfare. - learn more
  • Village Global participated in a $4M Seed funding round for Perspective AI, a Palo Alto, California-based company specializing in AI-mediated customer conversations. The funds will be used to expand operations and development efforts. - learn more

      LA Exits

      • SpringboardVR, a provider of virtual reality (VR) venue management software and a leading content marketplace for location-based entertainment, has been acquired by SynthesisVR. Previously owned by Vertigo Games, SpringboardVR is known for its platform that enables VR arcade operators to manage content licensing and operations efficiently. With this acquisition, SynthesisVR aims to enhance its offerings for VR arcades and developers, supporting the growth and innovation of the VR industry. - learn more
      • Generation Genius, an educational streaming platform that provides K-8 science and math videos, activities, and lessons, has been acquired by Newsela to enhance its instructional content and strengthen real-world connections in science and math education. - learn more

        Download the dot.LA App

        AI Dominates the Headlines, but Defense Tech Is Gaining Speed

        🔦 Spotlight

        Hello, Los Angeles!

        This week, DeepSeekAI has been dominating the tech conversation. The Chinese AI startup’s chatbot app surged to the No. 1 spot on the App Store, drawing both excitement and scrutiny. Supporters see its open-weight model as a potential game-changer, offering developers more flexibility compared to closed AI systems like OpenAI’s. But the rapid rise has also raised questions about security, data governance, and global AI competition. Whether DeepSeek will be a long-term disruptor or just a momentary sensation remains to be seen, but one thing is clear—AI remains the tech industry’s driving force.

        But while AI continues to dominate headlines, another sector is quietly making waves—defense technology. And one LA-based startup just secured a major endorsement from investors and the U.S. government.

        Castelion’s Hypersonic Bet—Can It Outrun the Defense Industry’s Red Tape?

        Image Source: Castelion

        El Segundo-based Castelionjust raised$100 million to accelerate its mission to build hypersonic weapons faster, cheaper, and at scale. The financing—$70 million in equity (led by Lightspeed Venture Partners with participation from a16z, Lavrock Ventures, Cantos, First In, BlueYard Capital, and Interlagos) and $30 million in venture debt (from Silicon Valley Bank)—is the latest sign that venture capital sees national security startups as a high-growth opportunity.

        Unlike traditional defense contractors, Castelion is operating like a fast-moving startup, not a slow-moving government supplier. Founded by former SpaceX engineers, the company is applying an iterative, test-heavy approach to building long-range hypersonic strike weapons—which travel at speeds exceeding Mach 5 (3,800+ mph) and are designed to evade modern missile defenses.

        Not Just VC-Backed—The U.S. Military is Betting on Castelion Too

        While the $100 million raise is a major milestone, Castelion already has funded contracts with the U.S. Navy, U.S. Air Force, and U.S. Army. These contracts are focused on hypersonic technology development and scaled manufacturing, areas where the military has struggled to move quickly due to bureaucratic delays and reliance on traditional defense giants.

        To prove it can execute, Castelion recently successfully launched a low-cost ballistic missile from a self-built launcher in Mojave. Now, with both government contracts and venture capital behind it, the company is pushing forward on more flight tests and building out its scaled production capabilities.

        Image Source: Castelion - Castelion launches a missile prototype in Mojave, CA

        With rising geopolitical tensions and an increasing focus on faster, cost-effective deterrence, Castelion is positioning itself as a new kind of defense player—one that moves at startup speed. Whether it can sustain that pace while navigating the complexities of government procurement remains to be seen, but one thing is clear: the future of defense tech isn’t just about who can build the best weapons—it’s about who can build them fast enough.


        🤝 Venture Deals

        LA Companies

        • Omnitron Sensors, a Los Angeles-based pioneer in microelectromechanical systems (MEMS) fabrication technology, has secured over $13M in a Series A funding round led by Corriente Advisors, LLC, with participation from L'ATTITUDE Ventures. The company plans to use the funds to expand its engineering and operations teams and accelerate the mass production of its first product, a reliable and affordable MEMS step-scanning mirror designed for various applications, including AI data centers, advanced driver assistance systems (ADAS), drones, extended reality (XR) headsets, and toxic gas-detection systems. - learn more
        • Camouflet, a Los Angeles-based technology company specializing in AI-driven dynamic pricing solutions, has secured a $12M Series A funding round led by QVM. The company plans to utilize the proceeds to scale its platform across various industries, expand into international markets, and enhance its technology and team to better serve its clients. - learn more
        LA Venture Funds
        • Clocktower Ventures participated in a $6.2M Seed funding round for Foyer, a New York-based fintech startup that assists individuals in saving for home purchases. The funds will be used to enhance Foyer's platform and expand its user base. - learn more
        • Smash Capital participated in ElevenLabs' $180M Series C funding round, bringing the company's valuation to $3.3 billion. Based in New York, ElevenLabs specializes in AI-powered text-to-speech and voice cloning technology. The newly secured funds will be used to enhance its AI audio platform and expand its global presence. - learn more
        • March Capital participated in a $25M Series C funding round for SuperOps to support the company's efforts in advancing AI research and development, expanding offerings for mid-market and enterprise managed service providers (MSPs), and scaling its global presence. Additionally, SuperOps is launching an AI-powered Endpoint Management tool to enhance IT team productivity. - learn more
        • Cedars-Sinai participated in a $2M funding round for Neu Health to support its AI-driven neurology care platform for conditions like Parkinson’s disease and dementia. Originating from the University of Oxford, Neu Health will use the funds to enter the U.S. market, beginning with a six-month pilot program at Cedars-Sinai focused on improving neurology patient care. - learn more
        • Chapter One Ventures participated in a $2.8M seed funding round for Mevvy, a blockchain startup aiming to democratize Maximal Extractable Value (MEV) trading by simplifying access and reducing technical complexities. The funds will be used to further develop Mevvy's platform, expand its user base, and enhance its offerings. - learn more

          LA Exits

          • Kona, an AI-powered assistant and coach for remote managers, has been acquired by 15Five, a performance management platform. Founded in 2019, Kona integrates with virtual meeting platforms like Zoom and Google Meet to provide tailored coaching and enablement for remote managers. The acquisition aims to enhance 15Five's offerings by incorporating Kona's capabilities to improve manager effectiveness within existing workflows. - learn more

            Download the dot.LA App

            Can Technology Outpace Wildfires?

            🔦 Spotlight

            Hello, LA!

            This week, tech headlines are buzzing with OpenAI's launch of Operator, a tool that promises to transform task automation, and TikTok’s major outage, which left millions disconnected. But closer to home, as wildfires blaze across Southern California, survival has become the focus—and technology is making it possible.

            When the plume of smoke reappeared on the horizon, residents across Southern California turned to tools like Watch Duty. Over the past week, as flames surged, the app gained 600,000 new users in just one night, delivering critical, real-time information to help residents stay ahead of danger. Watch Duty, designed to provide wildfire updates, has proven to be much more than an alert system. It’s a lifeline.

            The app integrates live data, satellite imagery, and community reports to send updates directly to users. Information includes fire locations, evacuation orders, and air quality indices, empowering quick, informed decisions. Its community-driven ethos—with contributions from locals, firefighters, and volunteers—ensures hyper-local and timely updates, filling gaps where traditional news outlets often fall short.

            Image Source: Watch Duty

            A New Era of Fire Alerts

            Watch Duty redefines wildfire preparedness through technology and collaboration:

            • Fire Detection: Monitors data from satellites, agencies, and ground sources to identify wildfires.
            • Data Verification: A team of experts ensures reported activity is accurate.
            • Real-Time Alerts: Notifications are sent within 60 seconds of detection.
            • Community Contributions: Local residents provide photos and updates.
            • User Notifications: Alerts include fire size, location, and evacuation details.

            These features make Watch Duty an indispensable tool during wildfire season. In 2024, the app processed over 2 million alerts and supported 50,000 evacuations, with plans to expand predictive modeling by 2025 to anticipate threats before they escalate.

            Innovations Reshaping Wildfire Management

            Early Detection Leaders:

            • AlertCalifornia: Operates over 1,000 cameras with machine learning to monitor high-risk areas.
            • Pano AI: Uses cameras and sensors to detect smoke and alert responders.
            • Torch Sensors: Deploys heat-detection sensors to identify anomalies early.

            Image Source: Torch Sensors

            Predictive and Analytical Pioneers:

            • Chooch AI: Employs drones and computer vision to monitor fire hazards.
            • Data Blanket: Uses analytics to forecast fire behavior and assist evacuations.
            • Rain: Leverages advanced atmospheric sensing and AI-driven technology to provide precise fire detection and tracking. Its real-time data on fire weather conditions and environmental factors helps agencies anticipate and respond to wildfires with greater efficiency.
            • SCEPTER: Tracks air quality and wildfire emissions using AI and satellite data.

            Image Source: Rain

            A Vision for the Future

            As Los Angeles continues to adapt to the realities of a changing climate, tools like Watch Duty, Pano AI, and AlertCalifornia are proving to be invaluable. These technologies are not just reactive measures; they represent a shift toward proactive disaster preparedness. The question now isn’t whether technology can help but how much more it can achieve in the years to come.

            With the integration of predictive modeling, AI, and real-time data, there’s hope for a future where wildfires are no longer unpredictable forces of destruction. Imagine every household equipped with predictive wildfire maps, heat-detecting drones, and AI-driven tools to guide safety decisions. The innovations are here—it's up to us to support and scale them to ensure they reach the communities that need them most. Which company, which app, or which breakthrough will emerge as the next lifeline? The possibilities for a safer, more prepared Los Angeles feel closer than ever.

            🤝 Venture Deals

            LA Companies

            • Favorited, a new livestream app positioning itself as an alternative to TikTok, has raised a $1.3M Pre-Seed from HF0, Soma Ventures, and several angel investors from the entertainment and social space. The platform, which participated in the a16z Speedrun accelerator program, offers features like streaks and leaderboards to boost user engagement. Favorited plans to use the funds to enhance its app's functionalities and expand its user base. - learn more
            LA Venture Funds
            • Overture VC participated in a $12M Series A funding round for Bedrock Energy, an Austin, Texas-based startup specializing in geothermal heating and cooling systems. Bedrock Energy plans to use the funds to advance its geothermal technologies and expand deployments in Colorado, Utah, and neighboring states. - learn more
            • Navigate Ventures LLC participated in a $7.2M Series A funding round for XILO, a San Diego-based insurance technology startup that provides a quoting and sales automation platform to help independent insurance agencies convert the next generation of insurance shoppers; the funds will be used to scale operations, manufacturing, and commercial efforts for its acne products. - learn more
            • Upfront Ventures participated in a $5.25M Seed funding round for 1up.ai, a New York-based company that automates knowledge for sales teams; the funds will be used to empower their growing customer base, including industry leaders like WalkMe, Gladly, and Deliveroo. - learn more
            • MTech Capital participated in a $2.2M Pre-Seed funding round for Qumis, a Chicago-based AI platform designed to transform insurance knowledge work; the funds will be used to scale its AI capabilities, accelerate product development, and expand its customer base. - learn more
            • Amboy Street Ventures participated in a SEK 304M Series B funding round for Gesynta Pharma, a Stockholm-based pharmaceutical company specializing in anti-inflammatory and pain-relief treatments, with the funds directed toward advancing a Phase II clinical trial of their lead candidate, vipoglanstat, for endometriosis. - learn more

            LA Exits

            • Bandy Manufacturing, a Los Angeles-based provider of aerospace fasteners and components, has been acquired by Novaria Group to enhance its portfolio and expand its capabilities in the aerospace and defense industries. - learn more
            • Pangea, a company specializing in eco-friendly and sustainable products with a focus on innovative technology solutions, is being acquired by Nature's Miracle Holding Inc. to accelerate growth and capitalize on synergies in sustainability and tech-driven product development. - learn more
            • Notisphere, a healthcare communication platform streamlining recall and alert management, has been acquired by Par Excellence Systems to enhance its capabilities in delivering efficient supply chain solutions for the healthcare industry. - learn more
            • Cryogenic Machinery Corp., a North Hollywood, California-based manufacturer specializing in cryogenic pumps for industrial gas and energy applications, has been acquired by PSG, a Dover company, to enhance PSG's portfolio of specialized fluid handling solutions. - learn more

            Download the dot.LA App

            RELATEDEDITOR'S PICKS
            Trending