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Machine Learning Computational Biology Jobs in Houston, TX

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Machine Learning Computational Biology information

What is a machine learning computational biology?

A Machine Learning Computational Biology job involves applying machine learning techniques to analyze biological data, such as genomics, proteomics, and medical imaging. Professionals in this field develop algorithms and models to identify patterns, make predictions, and generate insights that can drive scientific discovery or improve healthcare. They typically work with large datasets, employing statistical and computational methods to solve complex biological problems. The role often requires expertise in programming, data science, and domain-specific biological knowledge. It is commonly found in academia, pharmaceutical companies, biotech firms, and healthcare institutions.

What types of projects might I work on as a machine learning computational biology specialist?

As a Machine Learning Computational Biology specialist, you may work on projects ranging from analyzing large-scale genomic data to developing predictive models for disease risk or drug response. Typical tasks include designing and implementing machine learning algorithms to identify patterns in biological datasets, collaborating with biologists and clinicians to interpret results, and contributing to publications or presentations. You'll often be part of a multidisciplinary team, interacting with data scientists, laboratory researchers, and software engineers. This role offers the opportunity to work on cutting-edge biomedical research and have a direct impact on advancements in healthcare and life sciences.

What are the key skills and qualifications needed to thrive in the machine learning computational biology position, and why are they important?

To thrive as a Machine Learning Computational Biology professional, you need a strong background in biology, statistics, computer science, and machine learning, typically supported by an advanced degree in a relevant field. Familiarity with programming languages such as Python or R, experience with bioinformatics tools, and knowledge of machine learning frameworks like TensorFlow or scikit-learn are commonly required. Strong analytical thinking, effective communication, and the ability to work collaboratively in interdisciplinary teams are highly valued soft skills. These qualifications are essential for solving complex biological problems, developing robust computational models, and effectively communicating findings to both technical and non-technical stakeholders.

What are popular job titles related to Machine Learning Computational Biology jobs in Houston, TX?

For Machine Learning Computational Biology jobs in Houston, TX, the most frequently searched job titles are:

What job categories do people searching Machine Learning Computational Biology jobs in Houston, TX look for?

The top searched job categories for Machine Learning Computational Biology jobs in Houston, TX are:

Machine Learning Computational Biology jobs near you
Infographic showing various Machine Learning Computational Biology job openings in Houston, TX as of August 2026, with employment types broken down into 1% As Needed, 76% Full Time, 22% Part Time, and 1% Contract. Highlights an 89% Physical, 2% Hybrid, and 9% Remote job distribution.

Postdoctoral Associate

Baylor College of Medicine

Houston, TX • On-site

Full-time

Re-posted 4 days ago

Baylor College of Medicine rating

8.0

Company rating: 8.0 out of 10

Based on 24 frontline employees who took The Breakroom Quiz

189th of 627 rated colleges and universities

Job description

Summary

Postdoctoral positions in cheminformatics are available in the Zhi Tan laboratory at Baylor College of Medicine (Houston, TX), an interdisciplinary group using deep learning, computational chemistry, medicinal chemistry, chemical biology, and molecular cell biology to develop novel therapeutics to tackle complex diseases such as cancers. Postdoctoral Associate with a proven track record in developing open-source machine learning, deep learning, or cheminformatics tools.

Baylor College of Medicine typically follows similar to the NIH stipulated stipend guidelines for Postdoctoral Associates.

Job Duties
  • Plans, directs and conducts research experiments.
  • Develops research techniques and perform applications required for specific research projects.
  • Conducts literature searches and summarize information in an appropriate format for a particular study.
  • Documents results of experiments and reports to principal investigators. 
  • Performs other job-related duties as assigned.
Minimum Qualifications
  • MD or Ph.D. in Basic Science, Health Science, or a related field.
  • No experience required.
Preferred Qualifications
  • Doctoral Degree in Computational Chemistry, bioinformatics, computational biology, or related discipline. Experience may not be substituted in lieu of degree.
  • Experience in cheminformatics software development.
  • Experience in developing machine learning, deep learning tools, especially with application in drug discovery.
  • Experience with high performance computing environment (HPC) / cluster job submission.
  • Knowledge of statistical methods, data science algorithms, scientific and numerical computation.
  • Familiarity with common Python tools including Pandas, Numpy, Scipy, Django, RDKit.
  • Proficiency in coding and debugging in Pytho.
  • Strong knowledge and experience with relational databases (e.g. Oracle, SQL, MySQL).
  • Comfortable working in a Linux environment.
  • Experience with data processing pipelines and data analysis.
  • Excellent communication skills with a diverse team of biological and chemical scientists.
  • Experience with development of open-source computational tools (machine learning, deep learning, cheminformatics), especially with application in drug discovery.

Baylor College of Medicine is an Equal Opportunity/Affirmative Action/Equal Access Employer.

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