Player FM 앱으로 오프라인으로 전환하세요!
Data science in transportation, the intersection of operations research and ML - Holger Teichgraeber - The Data Scientist Show #063
Manage episode 367028773 series 3012777
Holger Teichgraeber is a Data Science Manager at Archer Aviation. Previously, he worked at Convoy as a Research Scientist on their trucking marketplace, and at various companies in the energy space. Holger has a Bachelor's degree in Mechanical Engineering from Aachen, Germany, and a Masters and Ph.D. with research focus on machine learning and optimization applied to energy systems from Stanford University. He regularly writes on LinkedIn, with the goal to show how to build valuable products at the intersection of machine learning and optimization in production. If you enjoy the show, subscribe to the channel and leave a 5-star review. Subscribe to Daliana's newsletter on www.dalianaliu.com for more on data science and career.
Holger's LinkedIn: https://www.linkedin.com/in/holgerteichgraeber/
Daliana's Twitter: https://twitter.com/DalianaLiu
Daliana's LinkedIn: https://www.linkedin.com/in/dalianaliu
(00:00:00) Introduction
(00:01:28) How he got into operations research
(00:02:39) Operation research vs data science
(00:04:37) Trucking optimization at Convoy
(00:08:42) Optimization problem
(00:10:18) Strategic planning on air mobility at Archer
(00:13:50) Using simulation and solving a problem
(00:16:45) Big data science work vs smaller data science work
(00:21:23) Stakeholder management
(00:29:28) IC vs Manager
(00:32:04) Advice on promotion
(00:39:12) Work cultures in Germany and the US
(00:41:16) How to handle tight deadlines
(00:43:21) Important feedback from his work
(00:44:14) How to plan projects
(00:44:45) Next big challenge for data science teams
(00:45:40) Career growth in the next few years
(00:46:01) Connect with Holger
90 에피소드
Manage episode 367028773 series 3012777
Holger Teichgraeber is a Data Science Manager at Archer Aviation. Previously, he worked at Convoy as a Research Scientist on their trucking marketplace, and at various companies in the energy space. Holger has a Bachelor's degree in Mechanical Engineering from Aachen, Germany, and a Masters and Ph.D. with research focus on machine learning and optimization applied to energy systems from Stanford University. He regularly writes on LinkedIn, with the goal to show how to build valuable products at the intersection of machine learning and optimization in production. If you enjoy the show, subscribe to the channel and leave a 5-star review. Subscribe to Daliana's newsletter on www.dalianaliu.com for more on data science and career.
Holger's LinkedIn: https://www.linkedin.com/in/holgerteichgraeber/
Daliana's Twitter: https://twitter.com/DalianaLiu
Daliana's LinkedIn: https://www.linkedin.com/in/dalianaliu
(00:00:00) Introduction
(00:01:28) How he got into operations research
(00:02:39) Operation research vs data science
(00:04:37) Trucking optimization at Convoy
(00:08:42) Optimization problem
(00:10:18) Strategic planning on air mobility at Archer
(00:13:50) Using simulation and solving a problem
(00:16:45) Big data science work vs smaller data science work
(00:21:23) Stakeholder management
(00:29:28) IC vs Manager
(00:32:04) Advice on promotion
(00:39:12) Work cultures in Germany and the US
(00:41:16) How to handle tight deadlines
(00:43:21) Important feedback from his work
(00:44:14) How to plan projects
(00:44:45) Next big challenge for data science teams
(00:45:40) Career growth in the next few years
(00:46:01) Connect with Holger
90 에피소드
모든 에피소드
×플레이어 FM에 오신것을 환영합니다!
플레이어 FM은 웹에서 고품질 팟캐스트를 검색하여 지금 바로 즐길 수 있도록 합니다. 최고의 팟캐스트 앱이며 Android, iPhone 및 웹에서도 작동합니다. 장치 간 구독 동기화를 위해 가입하세요.