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.

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The Legal System Just Got Its AI Upgrade

🔦 Spotlight

Hello Los Angeles!

We talk a lot about AI in L.A., usually in the context of streaming platforms that “recommend” a movie you regret watching or apps that let you swap your face onto a Marvel poster. But the most interesting AI stories here aren’t gimmicks; they’re rewiring the hidden machinery of massive, slow moving industries. And this week, that spotlight falls on…lawyers.

LawPro.ai, a Los Angeles based legal tech startup, just closed a priced seed round led by Scopus Ventures to bring AI deeper into the world of injury claims. Their new “Case Assistant” isn’t about flashy automation, it’s about instantly surfacing case insights, cutting down endless hours of drafting, and helping law firms run with the precision of a Formula 1 pit crew.

Here’s why this matters: the legal industry has been one of the last holdouts when it comes to adopting tech that actually speeds things up. Now, with AI making its way from the red carpet to the courtroom, we’re watching the early stages of a shift that could change how justice is delivered in real time. In L.A., we’ve already seen AI startups shaking up entertainment, aerospace, and healthcare. Legal might be next.

And if LawPro.ai pulls it off, you might not just get a faster verdict, you might see the ripple effect across an industry that has spent decades charging by the hour. In other words, the billable clock might finally start running in our favor.


🤝 Venture Deals

LA Companies

    • Equatic, a company using a patented seawater electrolysis process to remove atmospheric carbon dioxide while producing green hydrogen, has raised $11.6M in a Series A funding round. The round was co-led by Temasek Trust’s Catalytic Capital for Climate and Health (C3H) and Singapore-based Kibo Invest, and the capital will support the engineering, commercialization, and construction of its first 100‑kilotonne carbon removal facility, as well as broader manufacturing and technological development. - learn more
    • SetPoint Medical has secured $140M in private financing, comprising a $25M second tranche of its Series C round and a $115M Series D round co-led by Elevage Medical Technologies and Ally Bridge Group. The funds will be used to launch and scale commercialization of the FDA approved SetPoint System, a pioneering neuroimmune modulation implant that targets the vagus nerve to treat moderate to severe rheumatoid arthritis, as well as to advance development of therapies for other autoimmune conditions. - learn more

    LA Venture Funds

      • Bonfire Ventures participated in Topline Pro’s $27M Series B funding round to help the company scale its AI driven platform for local home service businesses. Topline Pro provides tools for plumbers, landscapers, painters, and other service providers to manage websites, marketing, CRM, payments, and more, enabling them to operate as scalable, autonomous enterprises. The new funding will be used to enhance its AI agent suite and expand onboarding, customer success, and product development capabilities to deliver greater ROI for small businesses. - learn more
      • B Capital participated in Isaac Health’s $10.5M Series A funding round, backing the company’s mission to expand access to brain health and dementia care. Isaac Health provides virtual and in-home services nationwide and will use the funds to enhance its AI-driven screening tools, strengthen its technology platform, and grow partnerships with health systems and payers. - learn more
      • Bold Capital Partners joined a $44M Series C financing round for Gameto, a clinical stage biotech company developing stem cell derived reproductive therapies. The new funding, which brings Gameto’s total capital raised to approximately $127M, will support completion of its pivotal Phase 3 trial of Fertilo, an iPSC derived egg maturation therapy, and the company’s global regulatory filings and commercialization efforts. - learn more
      • M13 led a seed round that raised $8.5M for Mako, a New York based AI startup focused on automating GPU code optimization. Mako’s platform lets developers write in familiar high level languages while its AI intelligently generates and continuously tunes low level GPU kernels, yielding faster performance, cost savings, and compatibility across hardware like NVIDIA, AMD, and Tenstorrent. The fresh funding will be used to expand the engineering team, deepen hardware support, and bring Mako’s performance tools to a broader audience in AI, graphics, simulation, and scientific computing. - learn more
      • Rebel Fund participated in a $9M Series A round for Chowdeck, a profitable Nigerian food delivery startup aiming to build Africa’s next super app for food, groceries, and essentials. With this capital, Chowdeck plans to roll out its quick commerce strategy, powered by a network of dark stores and hyper local logistics, to speed up delivery across Nigeria and Ghana. - learn more
        LA Exits
        • Mayweather Boxing + Fitness has been acquired by Giant Ideas, LLC, alongside KickHouse, and will be combined with the company’s flagship brand Legends Boxing to form the largest skill based boutique fitness network with more than 70 studios worldwide. Rather than focusing solely on rapid expansion, the unified brands will prioritize operational excellence, franchisee success, and community driven skill development. - learn more

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                  Locket, Disney, Instagram and the Battle for Your Attention

                  🔦 Spotlight

                  Happy Friday, Los Angeles!

                  This week, LA’s biggest tech and media players made one thing clear: they want to own the relationship. Whether it’s a celebrity sending selfies straight to your home screen or a content giant rewriting the rules of sports broadcasting, the power shift toward more curated, direct experiences is unmistakable, and it’s being engineered right here.

                  Image Source : Locket

                  📸 Locket Doubles Down on Star Power

                  Venice-based Locket, the viral photo sharing app that made homescreen widgets cool, is now leaning into what LA does best: celebrity. Its new feature, Celebrity Lockets, allows artists to send exclusive photos directly to fans’ home screens. Early adopters include Suki Waterhouse and JVKE, with creators curating limited fan access to maintain intimacy and exclusivity. As Locket evolves from a casual social tool into a direct fan engagement platform, it’s becoming an increasingly relevant player in LA’s creator tech ecosystem.

                  🏈 Disney’s ESPN Plays Offense

                  Disney made a trio of bold moves this week that solidify ESPN’s future and its dominance in sports media. It’s buying out the NFL’s stake in ESPN, securing exclusive NFL Draft and behind the scenes content through 2033, and finally giving its standalone ESPN streaming service a launch date: August 21, 2025. That’s a power play straight out of Burbank. At the same time, Disney announced it will no longer report individual subscriber numbers for Disney Plus and Hulu, signaling a shift in how it wants investors and maybe consumers to measure success.

                  🗞️ The New York Post Bets on LA

                  In a sign of LA’s growing national influence not just in entertainment, but in news, the New York Post is launching a West Coast vertical called The California Post. With an editorial mission to cover the state’s cultural and political pulse, this move reflects a broader trend of major media brands planting roots in LA to chase both readers and relevance. For local media startups, content creators, and civic tech players, it’s yet another sign that the competition and the opportunity is growing.

                  Image Source: Meta

                  📱 Instagram Wants Your Inner Circle

                  Instagram rolled out a new set of features this week that prioritize connection with close friends. Users can now share what they’re doing, watching, or feeling with a smaller group, clearly borrowing from the intimacy playbooks of apps like BeReal, Snapchat, and yes, Locket. As social platforms shift from mass broadcast to curated circles, LA-based creators and consumer startups should take note: the next frontier might not be going viral, it might be going personal.

                  From star-powered lockets to streaming shakeups and platform reinventions, this week’s stories highlight how LA’s tech and media companies are rewriting the rules on connection and control.

                  Now onto this week’s venture deals 👇

                  🤝 Venture Deals

                  LA Venture Funds

                    • Starburst co-invested in Madrid-based SpaceTech startup Orbital Paradigm’s €470,000 raise, part of an ongoing €2M funding round led by Akka. The company is developing reusable orbital re-entry capsules aimed at reducing costs and increasing sustainability for space missions. Starburst’s participation underscores its focus on backing innovative aerospace technologies with commercial and defense applications. - learn more
                    • Rebel Fund participated in Orbital Operations’ $8.8M seed round, which came shortly after the company graduated from Y Combinator. The funding will support development of the company’s high-thrust orbital transfer vehicle, designed to maneuver satellites and other payloads in space more efficiently. - learn more
                    • Fourth Revolution Capital participated in SuperGaming’s $15M Series B round, which valued the company at $100M, five times its previous valuation. The funds will help expand titles like Indus Battle Royale internationally and scale SuperGaming’s tools for developers in emerging markets. - learn more
                    • Cedars-Sinai Health Ventures participated in Elion’s $9.3M seed round, joining NEA and others in backing the AI-powered healthcare research and intelligence platform. Elion helps over 60% of U.S. health systems evaluate emerging technologies through its structured vendor marketplace. The funds will support platform development, new product launches, market expansion, and team growth. - learn more
                    • M13 led the $10M seed round for Kontext, an AI-powered contextual advertising startup emerging from stealth mode. Kontext’s platform enables real-time ads inside chatbot responses using large language models, and the funding will help expand its engineering team and develop image-based ad formats. - learn more
                    • STORY3 Capital Partners made a significant minority investment in U.K.-based activewear brand Adanola, valuing the company at approximately $530 million. This strategic partnership brings STORY3’s deep experience in consumer brand scaling to support Adanola’s global expansion, particularly across the U.K. and U.S. markets. - learn more
                    • Walkabout Ventures participated in OLarry’s $10M Series A round, which was led by TTV Capital and included Marin Sonoma Impact Ventures. The funding brings OLarry’s total capital raised to $14.5M and will be used to scale its AI-powered tax advisory platform for high-net-worth individuals and to acquire regional CPA firms as part of its growth strategy. - learn more
                    • Glendon Capital Management participated in Grasshopper’s $46.6M funding round, which was led by Patriot Financial Partners, to support the bank’s merger with Auto Club Trust in April 2025. Their investment reflects confidence in Grasshopper’s ability to scale its digital banking platform and expand its suite of business and consumer financial products. Growth metrics as of June 30, 2025 showed a 53% increase in assets, an 81% surge in deposits, and a 49% rise in loans, all backed by this strategic capital infusion. - learn more
                    • Mucker Capital participated in beatBread’s $124M capital raise, alongside Citi’s SPRINT team, Deciens Capital, and Advantage Capital. Their involvement supports beatBread’s strategy to expand sales, marketing, and technology operations, while enabling greater funding flexibility for independent artists, songwriters, and labels through its AI-powered platform. - learn more
                    • B Capital co-led Positive Development’s $51.5M Series C funding round alongside aMoon and Flare Capital Partners, helping to fuel expansion of its developmental therapy model for autistic children. Their involvement underscores confidence in the company’s family-centered, play-based approach—which lowers costs by about 50% compared to traditional ABA therapy—and supports growth through new Medicaid partnerships and technology enhancements. - learn more
                    • Clocktower Ventures participated in Creditop’s latest $3.7M funding round, which was led by Collide Capital and also included Alaya Capital, Amador Holdings, Newtopia, and Driven VC. Their involvement supports Creditop’s mission to enable credit access at the point of sale, without a credit card, and will help fintech deepen its footprint in Colombia while exploring expansion across Central America and Peru. - learn more
                    • Thiel Capital participated in Pilgrim’s $4.3 million seed funding round, backing the biotech startup founded by 21-year-old Jake Adler after he demonstrated its hemostatic dressing, Kingsfoil, on himself. Their support underscores confidence in Pilgrim’s aggressive R&D and dual-use medical platform targeting both military and civilian emergency care. - learn more
                    LA Exits
                    • ElectroMagnetic Systems, Inc., a California-based specialist in AI and machine learning-powered target recognition software for space-based radar, has been acquired by Voyager. The deal strengthens Voyager’s AI-native surveillance and intelligence capabilities, enabling real-time monitoring across ground, air, and space domains to meet evolving defense and commercial demands. - learn more
                    • Daring Foods is being acquired by Australia’s leading plant-based meat company, v2food, in a move that strengthens v2food’s push into the U.S. market. Daring will continue operating under its own brand and will serve as a platform to introduce v2food’s own products across the States. The deal, paired with a strategic partnership with Japanese food giant Ajinomoto, aims to accelerate innovation in clean-label protein and expand global reach. - learn more
                    • Irwin Naturals is being acquired by FitLife Brands in an all-cash transaction valued at $42.5M, which includes approximately $16M in net working capital. The deal, expected to close around August 8, 2025, will nearly double FitLife’s scale, with projected combined annual revenue of over $120M and adjusted EBITDA between $20–25M. It will be funded with cash on hand, a new term loan, and a revolving credit facility, and is expected to generate synergies through complementary product lines, broader mass-market distribution, and improved operational efficiencies. - learn more
                    • Solsniper, a Solana-focused trading and analytics platform known for high-speed memecoin execution, has been acquired by Phantom as part of its strategy to expand beyond wallets into full-service on-chain finance. The Solsniper team will join Phantom to enhance its advanced trading features, while the platform will continue operating independently. The move underscores Phantom’s ambition to offer seamless, integrated trading tools within the Solana ecosystem. - learn more
                    • Cinelease is being acquired by Zello, a private investment platform dedicated to scaling businesses across the entertainment industry, in a strategic move to bolster production infrastructure and amplify its presence across North America. Under Zello’s ownership, Cinelease will continue operating as a standalone company led by its veteran team, enhancing its lighting, grip, and studio offerings for film, TV, and commercial productions. This acquisition sets the stage for disciplined growth and stronger relationships within the film and television production ecosystem. - learn more

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                            Smart Shoes for Kids? Skechers Thinks So 👟

                            🔦 Spotlight

                            Happy Friday, LA!

                            This week, Skechers may have just kicked off a new trend that’s bound to have parents and tech lovers talking. They've unveiled the "Find My Skechers" line, kids’ sneakers that come with a hidden compartment to securely hold an Apple AirTag. For $52 to $58, parents can now track their child’s shoes in real-time using the Find My app, giving a whole new meaning to "keeping an eye on things." While these tech-savvy kicks are already gaining attention, will they become the new norm in kids' footwear? And who’s next? Will Nike or Adidas be jumping on the AirTag bandwagon, or is Skechers setting the stage for a whole new wave of tech-integrated fashion?

                            But it’s not all smooth sailing. This innovation raises some interesting questions about privacy and surveillance. Are we crossing a line when we start tracking our kids’ every move through their shoes? While Apple’s anti-stalking features are in place to prevent misuse, it will be intriguing to see how other brands and parents respond to this new blend of fashion and tech.

                            What do you think? Could this become a must-have feature in the next generation of kids' gear, or is it a step too far? Let us know your thoughts!

                            🤝 Venture Deals

                            LA Companies

                            • LakeFS, a provider of Git-like version control for data lakes, has secured $20M in a growth funding round led by Maor Investments. The funds will support the company's expansion efforts and product development aimed at enhancing data engineering and AI initiatives within enterprise and public sector environments. - learn more

                            LA Venture Funds

                              • Sound Ventures co-led the $16.1M Series A funding round for Knit, an AI-powered consumer research platform. The funds will be used to accelerate product development, enhance AI capabilities, and expand global research operations. This investment underscores the growing trend of combining AI with human expertise to deliver faster, cost-effective, and high-quality insights for enterprise research. - learn more
                              • Anthos Capital co-led a $60M Series A funding round for Good Job Games, a mobile game developer known for creating casual and hyper-casual games. The investment, co-led by Menlo Ventures, will support the company's growth, enabling the expansion of its game portfolio and enhancing user engagement through innovative gameplay features. This funding marks a significant step in scaling Good Job Games’ operations and solidifying its position in the competitive mobile gaming market. - learn more
                              • Pinegrove Capital Partners participated in Ramp's $500M Series E-2 funding round, which values the company at $22.5 billion. The funds will be used to accelerate Ramp's AI-driven financial tools, aiming to enhance automation and efficiency in corporate finance operations. - learn more
                              • Riot Ventures participated in Oxide Computer Company's $100M Series B funding round, led by the U.S. Innovative Technology Fund (USIT). This investment will enable Oxide to scale its manufacturing capabilities, enhance customer support, and accelerate product delivery to meet the growing demand for on-premises cloud computing solutions. - learn more
                              • Rebel Fund participated in a $3.2M seed funding round for Caseflood.ai, a San Francisco-based legal tech startup offering AI-powered client intake solutions for law firms. The funds will support the development of Caseflood's advanced voice agent, Luna, which autonomously handles client interactions, including consultations and retainer signings, aiming to enhance conversion rates and operational efficiency for law firms. - learn more
                              • Smash Capital participated in Ambience Healthcare's $243M Series C funding round, co-led by Oak HC/FT and Andreessen Horowitz (a16z). The investment will support Ambience's expansion of its ambient AI platform, which automates clinical documentation, coding, and workflow tasks across over 200 specialties. The platform integrates directly with electronic health records, enhancing efficiency and compliance in healthcare settings. - learn more
                              • ARTBIO, a clinical-stage radiopharmaceutical company developing alpha radioligand therapies for cancer treatment, has secured $132M in a Series B funding round. The round was co-led by Sofinnova Investments and B Capital, with participation from Alexandria Venture Investments and other investors. The funds will support the advancement of ARTBIO's lead program, AB001, through Phase II clinical trials, and facilitate the expansion of its manufacturing and supply chain infrastructure. - learn more
                              • Rebel Fund participated in OffDeal's $12M Series A funding round, led by Radical Ventures, to support the company's mission of building the world's first AI-native investment bank. OffDeal aims to democratize access to high-quality M&A advisory services for small and mid-sized businesses by automating analyst tasks with AI, enabling efficient sell-side transactions. The funds will help scale OffDeal's technology-driven, advisor-led approach to facilitate successful exits for entrepreneurs. - learn more
                              • Sandbox Studios participated in a $3M seed funding round for Sarelly Sarelly, a Mexican cosmetics brand, with backing from U.S. investors like Wollef, Morgan Creek Capital Management, and Hyve Ventures. The funds will support Sarelly Sarelly's expansion into the U.S. market, including retail launches at Ulta Beauty and growth on digital platforms like TikTok Shop. - learn more

                              LA Exits
                              • NEOGOV, an El Segundo-based provider of HR and compliance software for U.S. public sector agencies, has been acquired by EQT and CPP Investments in a deal valued at over $3 billion. The acquisition will help NEOGOV expand its product offerings and grow its presence across North America. - learn more

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