Daytum exists to train coding experts in oil and gas. Getty Images

Nearly 2,000 miles separate the energy industry of Houston and Silicon Valley where startups have cropped up to help manage the thousands of data points collected on oil rigs each day. The different geographies have developed their own dialects: data scientists on the West Coast talk about how operations should be, according to their models, while the lingo of Third Coast engineers and technicians centers on oil-specific operations.

Last year, while working in natural resource investing from Houston, Kunal Rayakar realized he had heard from a number of students who could, uniquely, speak both. The reason: They knew coding languages, which meant they could analyze their own data and bridge that gap between the coasts. When Rayakar followed the trail of students to the University of Texas at Austin, he found two engineering professors, John Foster and Michael Pyrcz, who were teaching their students data skills as part of the curriculum. They started talking, and eventually Foster and Rayakar founded daytum — and soon after, Pyrcz joined, too.

"The intention is to give people more awareness of the data that comes through, so they can make faster decisions," Rayakar says.

An education program for workers in the energy industry, daytum hosts workshops and an online learning network for technicians and engineers to better understand the data they're working with. This, Rayakar says, helps them exercise more control over the work — especially for those whose preliminary training in the field was before data became indispensable to the job. The professors and Kunal host two– or five-day workshops, and just a few weeks ago, they held both introductory and intermediate courses at the University of Houston.

The professors teach Python, a common programming language. Although there's a learning curve to studying Python, it's not as confusing as some of the tools, like MATLAB, that engineers studied in their undergraduate educations. But students don't actually have to become Python experts at all — instead, they use Jupyter, an online digital notebook that can import Python packages, which are large and ready-made coding sequences.

Often, these are free and available to download on sites like Github. Daytum professors teach packages that are useful for analyzing and visualizing the data they work with in the field, and students leave having a usable workstation on their computers, ready to be installed and implemented in their work.

"People really enjoyed the courses," Rayakar says. "We were really happy."

But right now, daytum's main goal is to continue to grow its workshops — including introducing Austin bootcamps, to engage people in learning, and to empower oil industry technicians to navigate the industry's digital transition more smoothly.

"By building longer-term solutions and cultures, we can build better educations," Rayakar says.

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Houston university to launch master’s in artificial intelligence

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Houston’s Rice University will welcome students to its new Master of Artificial Intelligence (MAI) program next fall, the college announced last week.

The program, which will begin taking applications this fall, is geared toward students with a computer science background as well as working engineers, scientists and technologists as they pursue careers that create and deploy AI. It will be part of Rice’s Department of Computer Science.

The new graduate degree comes after Rice created its Bachelor of Science in AI program in 2025.

Students enrolled in the 30-credit-hour, non-thesis professional degree program will prepare for prospective jobs as AI architects, applied AI researchers and AI and machine learning engineers, according to a news release.

“AI is rapidly moving from research laboratories into the systems that shape how we work, learn and solve complex problems,” Luay Nakhleh, Dean of the George R. Brown School of Engineering and Computing, said in the release. “The MAI will give students the technical depth and practical experience to build these systems responsibly.”

The on-campus degree program will include coursework in AI foundations and traditional, hands-on learning over its three-semester duration. Students will have easy access to faculty and have the opportunity to collaborate in small cohorts. The program includes a required internship before completion.

Chris Jermaine, chair of Rice’s Department of Computer Science, says Houston is well-positioned to connect students with industries where AI is increasingly being used, including health care, energy, aerospace, finance and technology.

“The Master of Artificial Intelligence reflects the graduate education Rice is working to advance: rigorous, forward-looking and connected to the challenges graduates will encounter in their careers,” Jermaine said in the release. “Combining strong academic foundations with practical experience will prepare students to contribute thoughtfully and responsibly as AI continues to evolve.”

Other Texas universities offer similar degrees, like Texas A&M's online Master of Science in Artificial Intelligence, Baylor’s Master of Science in Artificial Intelligence (MSAI+), University of Houston Downtown’s Master of Science in Artificial Intelligence program, and University of Texas at Austin’s online master’s in AI.

MAI works as part of Rice’s Momentous strategic plan that incorporates responsible AI use, according to the university.

Tech giant Meta opens first Texas retail store in Houston's Galleria

Metaverse

Social media giant Meta has arrived in Houston with a new store that allows shoppers to go hands-on with all of its products. The Meta Lab, which offers an immersive retail experience, is now open daily on level two of the Galleria.

Shoppers will find all of Meta’s virtual reality products at the store, including including Meta Glasses, Ray-Ban Meta, Meta Ray-Ban Display, Oakley Meta HSTN, and Oakley Meta Vanguard. People can also try out demos of the company’s virtual reality gaming headsets, the Meta Quest 3 and Meta Quest 3S.

Visitors are encouraged to put the devices on in order to experience what it’s like to wear and use them. Those who need prescription lenses for their Meta glasses can order those at the store, too.

It is the ninth Meta Lab to open nationwide and the first in Texas.

Prices start at about $225 for Ray-Ban Meta glasses and go up to $799 for the Meta Ray-Ban Display, which has an in-lens display for updates and other information. Meta Quest runs from $349 to $599.

"Our approach to experiential retail is rooted in culture, creativity, and self-expression, and we're committed to building a space that reflects the Houston community," a spokesperson told the Houston Chronicle. "We look forward to welcoming people into a new experience to get hands-on with our AI glasses and VR products."

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This article first appeared on CultureMap.com.

5 must-know fall application deadlines for Houston innovators

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Editor's note: As fall reaches full swing, Houston's innovation scene is calling on the latest batch of founders and startups looking to make a difference. A number of accelerators have opened applications. Read below to see which might be a good fit for you or your venture. And take careful note of the deadlines. Please note: this article may be updated to include additional information and programs.

Did we miss an accelerator or competition accepting applications? Email innoeditor@innovationmap.com for editorial consideration.

Texas Life Science Forum

Deadline: Oct. 2

Details: Ventures can apply to present at the 15th annual Texas Life Science Forum, hosted by BioHouston and Rice Alliance. Participants will meet during office hours with venture capitalists, tech scouts, corporate venture groups and angel investors, and present their pitches in a public forum. Pitches take place on Nov. 10 and office hours are held Nov. 11. Find more information here.

Greentown Lab's Go Make 2027: Advanced Carbon Materials with ExxonMobil

Deadline: Oct. 9

Details: Greentown Labs is seeking applications from startups developing novel carbon-based technologies for its latest Go Make cohort in conjunction with ExxonMobil. The structured accelerator is designed to facilitate validation activities and explore potential long-term collaborations with Exxon, according to Greentown. Founders will have the opportunity to engage directly with industry leaders to test, validate and scale their carbon technologies in real commercial contexts. The program tentatively starts on Jan. 20, 2027 and concludes June 16, 2027. Find more information here.

Activate's U.S. Fellowship Cohort 2027

Deadline: Oct. 30

Details: Activate supports scientists at "the outset of their entrepreneurial journey." It partners with U.S.-based funders and research institutions to support its fellows in developing high-impact technology. Its fellows receive a living stipend, research and development funding, connections from Activate's robust network of mentors and access to a curriculum specific to the program for two years. Applicants must have a bachelor’s degree and 4-plus years of post-baccalaureate scientific research, engineering or technology development experience. Their work must be based in the physical or biological sciences or related engineering disciplines. Find more information here.

Rice Innovation Fellows

Deadline: Oct. 30

Details: The Liu Idea Lab for Innovation and Entrepreneurship (Lilie)'s Rice Innovation Fellows program supports Rice Ph.D. students and postdocs in turning their research into real-world ventures. Participants receive $10,000 in translational research funding, co-working space and personalized mentorship. Candidates from all Rice engineering and science-related disciplines are encouraged to apply. Find more information here.

The TMC's Accelerator for Cancer Therapeutics

Deadline: Oct. 30

Details: Texas-based ventures and researchers developing a cancer therapeutics project can apply to this accelerator funded by the Cancer Prevention and Research Institute of Texas. The nine-month program runs February-September 2027 and focuses on market research, FDA regulations, intellectual property, licensing, finance, fundraising, legal and other critical areas for cancer-related ventures. Participants will complete the program with at least one grant submission and have the option to pitch to investors, corporate partners, media and other influential guests. Find more information here.