![](https://cdn.gradual.com/images/https://d2xo500swnpgl1.cloudfront.net/uploads/mlops/ROUNDtable-public-1--af975c71-02c9-44b6-887e-635fdf100c58-1713820341445.png?fit=scale-down&width=1200)
Getting an ML application into production is more difficult than most teams expect—but with the right preparation, it can be done efficiently! Join us for this exclusive roundtable, where 4 machine learning experts from Tecton will discuss some of the most common challenges and best practices to avoid them.
With over 35 years of combined experience in MLOps at companies like AWS, Google, Lyft, and Uber, and 15 years of experience at Tecton spent helping customers like FanDuel, Plaid, and HelloFresh getting ML models into production, the presenters will share how factors like organizational structure, use cases, tech stack, and more, can create different types of bottlenecks. They’ll also share best practices and lessons learned throughout their careers on how to overcome these challenges.
![Demetrios Brinkmann](https://cdn.gradual.com/images/https://d92co48ro6fll.cloudfront.net/gradual/mlops/speakers-v1/Demetrios-Brinkmann.jpg?fit=scale-down&width=432)
![Kevin Stumpf](https://cdn.gradual.com/images/https://d92co48ro6fll.cloudfront.net/gradual/mlops/speakers-v1/Kevin-Stumpf.jpg?fit=scale-down&width=432)
![Derek Salama](https://cdn.gradual.com/images/https://d2xo500swnpgl1.cloudfront.net/uploads/mlops/Derek-tecton-headshot-square-removebg-preview-3c1d58d3-b2c0-4a1b-ba17-c43ca2e2bf0a-1695044499168.png?fit=scale-down&width=432)
![Eddie Esquivel](https://cdn.gradual.com/images/https://d2xo500swnpgl1.cloudfront.net/uploads/mlops/Eddie-Esquivel-headshot-55daf718-9727-4f86-9415-85780dbb9af9-1695117117136.jpeg?fit=scale-down&width=432)
![Isaac Cameron](https://cdn.gradual.com/images/https://d2xo500swnpgl1.cloudfront.net/uploads/mlops/Isaac-Cameron-1--f423a205-a582-4b3b-a0a5-d436cbd9ee35-1695117323325.jpeg?fit=scale-down&width=432)
![Demetrios Brinkmann](https://cdn.gradual.com/images/https://d92co48ro6fll.cloudfront.net/gradual/mlops/speakers-v1/Demetrios-Brinkmann.jpg?fit=scale-down&width=200)
![Kevin Stumpf](https://cdn.gradual.com/images/https://d92co48ro6fll.cloudfront.net/gradual/mlops/speakers-v1/Kevin-Stumpf.jpg?fit=scale-down&width=200)
![Derek Salama](https://cdn.gradual.com/images/https://d2xo500swnpgl1.cloudfront.net/uploads/mlops/Derek-tecton-headshot-square-removebg-preview-3c1d58d3-b2c0-4a1b-ba17-c43ca2e2bf0a-1695044499168.png?fit=scale-down&width=200)
![Eddie Esquivel](https://cdn.gradual.com/images/https://d2xo500swnpgl1.cloudfront.net/uploads/mlops/Eddie-Esquivel-headshot-55daf718-9727-4f86-9415-85780dbb9af9-1695117117136.jpeg?fit=scale-down&width=200)
![Isaac Cameron](https://cdn.gradual.com/images/https://d2xo500swnpgl1.cloudfront.net/uploads/mlops/Isaac-Cameron-1--f423a205-a582-4b3b-a0a5-d436cbd9ee35-1695117323325.jpeg?fit=scale-down&width=200)