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Postdoctoral In Reinforcement Learning Jobs in Minnesota

Allegiant

Optimization Engineer - Commercial

Minneapolis, MN · On-site

$119K - $143K/yr

Understanding of predictive modeling and forecasting methods such as machine learning, time series, deep learning, reinforcement learning, etc., and their implementation in Python (e.g., scikit-learn ...

Mayo Clinic

Research Fellow in Surgical AI

Rochester, MN · On-site

$67K - $78K/yr

... postdoctoral fellow to join our Surgical Outcomes and Oncology research team in The Department of Surgery at Mayo Clinic in the field of Machine Learning and Artificial Intelligence (AI). The ...

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Postdoctoral In Reinforcement Learning information

What is a postdoctoral researcher in reinforcement learning?

A Postdoctoral Researcher in Reinforcement Learning is an individual who has completed a PhD and conducts advanced research in the field of reinforcement learning, a branch of artificial intelligence focused on how agents take actions in environments to maximize rewards. These researchers often work in academic, industrial, or governmental research settings, collaborating on projects that advance the theoretical foundations or practical applications of reinforcement learning. Their responsibilities may include designing experiments, developing algorithms, publishing papers, and mentoring graduate students.

What are the key skills and qualifications needed to thrive as a postdoctoral researcher in reinforcement learning?

To thrive as a Postdoctoral Researcher in Reinforcement Learning, you need a PhD in computer science or a related field, with deep expertise in machine learning, statistics, and algorithm development. Proficiency in programming languages such as Python, experience with deep learning frameworks (e.g., TensorFlow or PyTorch), and familiarity with reinforcement learning libraries are typically required. Strong analytical thinking, problem-solving ability, collaboration, and scientific communication skills help you excel in research teams and publish impactful work. These competencies are vital to advancing state-of-the-art research, developing novel algorithms, and contributing to the academic and industrial progress in AI.

What are some common challenges faced by postdoctoral researchers in reinforcement learning, and how can they be addressed?

Postdoctoral researchers in reinforcement learning often face challenges such as balancing independent research projects with collaborative work, staying up-to-date with rapidly evolving literature, and managing the pressure to publish in top conferences. Effective time management, regular engagement with the research community through seminars and workshops, and seeking mentorship from senior colleagues can help address these challenges. Additionally, collaborating with interdisciplinary teams can offer fresh perspectives and support, making it easier to navigate complex research problems.

What is the difference between Postdoctoral In Reinforcement Learning vs Postdoctoral In Machine Learning?

AspectPostdoctoral In Reinforcement LearningPostdoctoral In Machine Learning
Required CredentialsPhD in Computer Science, AI, or related field; strong programming skills; research experience in reinforcement learningPhD in Computer Science, AI, or related field; strong programming skills; research experience in machine learning
Work EnvironmentAcademic labs, research institutions, industry R&D teams focused on reinforcement learning applicationsAcademic labs, research institutions, industry R&D teams working on various machine learning techniques
Industry UsagePrimarily in AI research, robotics, gaming, and autonomous systemsBroader applications including data analysis, predictive modeling, and AI research

Postdoctoral In Reinforcement Learning specializes in research related to decision-making algorithms and autonomous systems, whereas Postdoctoral In Machine Learning covers a wider range of AI techniques. Both roles require similar credentials but differ in focus and application areas.

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Postdoctoral In Reinforcement Learning jobs near you

Research Fellow - Psychiatry/Stem Cell Lab

Rochester, MN • On-site

Mayo Clinic
Hospitals • 10K+ employees
Learn more about Mayo Clinicexternal

Full-time

Medical, Dental, Vision, Retirement

Posted 9 days ago

Mayo Clinic rating

7.8

Company rating: 7.8 out of 10

Based on 707 frontline employees who took The Breakroom Quiz

Job description

Dr. Ming-Fen Ho's lab is looking for highly motivated and productive postdoctoral research fellows for stem cell research projects within the Department of Psychiatry and Psychology at Mayo Clinic, Rochester, MN. 

This study is designed to identify novel therapeutics for substance use disorders. We will apply novel network biology approaches, pathway modeling, and simulation computational tools to prioritize potential candidates for functional genomic studies. The approaches we are taking could help us to develop mechanistic hypothesis for experimental validation. Our findings will enhance the general understanding of drug mechanism(s) of action and the underlying the pathophysiology responsible for substance use disorders, thus opening new avenues for discovering novel therapeutic targets for the treatment of substance use disorders.

Dr. Ho's laboratory has established protocols for differentiating human iPSCs into a variety of cell types, including neurons, astrocytes, and brain organoids, and has developed cellular models and cell therapeutic candidates for diseases including alcohol use disorder, and opioid use disorder.

Basic education, experience and skills required for consideration:

1. The successful applicant should have completed a PhD in biology, neuroscience, pharmacology, or a related field. While ideal candidates should have expertise in one of the following areas, we also appreciate candidates in other fields who are committed to learning new skills and keen to bring their unique expertise to study neuropsychiatric disorders in a collaborative environment.

2. Proven ability to work independently, supervise team members and drive complex projects.

3. Experience in basic fundamental molecular biology techniques (such as gel electrophoresis, Western blotting, qPCR, molecular cloning, CRISPR editing, plasmid construction, virus packing, iPSC culture, RNA-sequencing, multi-omics studies). 

4. Experience in molecular biology, biochemistry and / or omics techniques; cell culture / iPSC experience is a plus

5. Candidates are expected to lead a project and establish collaborative research and must have excellent verbal and written communication skills.

Key Responsibilities include:

1. The postdoctoral fellow will lead a project on human iPSC-based disease modeling and therapeutic development for neuropsychiatric disorders such as alcohol use disorder and opioid use disorder.

2. The postdoctoral fellow is expected to write progress reports and high-quality manuscripts for publication. Applying for postdoctoral fellowship and participating in grant applications are encouraged.

3. Dr. Ho will provide training for iPSC generation and maintenance, and lab techniques for functional genomic studies. The postdoctoral fellow will be responsible for routine cell culture for iPSCs and brain organoids. The postdoctoral fellow will use the data generated from the scRNA-seq and generate hypothesis and test in the lab. She/he will work closely with Dr. Ho for this grant to pursue the function and mechanisms of genes and pathways identified in the course of this project. She/he will have their own projects and build their bibliography during their postdoctoral training.

Why Mayo Clinic

Mayo Clinic is top-ranked in more specialties than any other care provider according to U.S. News & World Report. As we work together to put the needs of the patient first, we are also dedicated to our employees, investing in competitive compensation and comprehensive benefit plans - to take care of you and your family, now and in the future. And with continuing education and advancement opportunities at every turn, you can build a long, successful career with Mayo Clinic.

Benefits Highlights
  • Medical: Multiple plan options.
  • Dental: Delta Dental or reimbursement account for flexible coverage.
  • Vision: Affordable plan with national network.
  • Pre-Tax Savings: HSA and FSAs for eligible expenses.
  • Retirement: Competitive retirement package to secure your future.
Just as our reputation has spread beyond our Minnesota roots, so have our locations. Today, our employees are located at our three major campuses in Phoenix/Scottsdale, Arizona, Jacksonville, Florida, Rochester, Minnesota, and at Mayo Clinic Health System campuses throughout Midwestern communities, and at our international locations. Each Mayo Clinic location is a special place where our employees thrive in both their work and personal lives. Learn more about what each unique Mayo Clinic campus has to offer, and where your best fit is. 

Equal Opportunity

All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, gender identity, sexual orientation, national origin, protected veteran status or disability status. Learn more about the "EOE is the Law".  Mayo Clinic participates in E-Verify and may provide the Social Security Administration and, if necessary, the Department of Homeland Security with information from each new employee's Form I-9 to confirm work authorization.

Must have a Ph.D., M.D., or equivalent doctoral degree in a field deemed relevant by the program. Research Fellow is appropriate for individuals who have completed no more than one prior postdoctoral fellowship, at Mayo Clinic or elsewhere.

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About Mayo Clinic

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Mayo Clinic is the largest integrated, not-for-profit medical group practice in the world. We're building the future, one where the best possible care is available to everyone — and more people can heal at home. Our relentless research turns into earlier diagnoses and new cures. That's how we inspire hope in those who need it most. At Mayo Clinic, experts work together to solve the most challenging unmet needs of patients. Our history of innovation dates back almost 150 years, when brothers Will and Charlie Mayo pioneered an integrated, team-based approach to medicine. Today, that trailblazing spirit drives innovations like Mayo Clinic Platform — which powers new technologies to change how care is delivered to all.

Industry

Hospitals

Company size

10,000+ Employees

Headquarters location

Rochester, MN, US

Year founded

1919

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