What are the responsibilities and job description for the Machine Learning Scientist with Audio DSP background position at Punchcard?
Machine Learning Scientist with Audio DSP background
Collaborate with senior machine learning researchers, engineers and speech processing researchers. Provide technical expertise to address supervised and unsupervised learning problems in an applied research and development environment. Develop & deploys modern machine learning and statistical methods (CART and Random Forests, clustering and classification algorithms, Bayesian models, neural nets, SVM etc.) for finding patterns / models from audio signals. Familiarity with large data sets, cloud based development and deployment, open source practices and frameworks and experience in putting an application into production is desirable.
In this role you will :
Provide technical expertise and execution know-how to the design of machine learning algorithms / solutions to solve ultra-challenging problems
Determine methodologies needed; apply such methodologies (e.g. neural nets, CART, Bayesian methods, etc.) on speech processing and related research domains.
Define data needs, evaluate data quality, perform and critique appropriate statistical analyses using software such as R, Python, SAS, MATLAB, and / or Splus. Explore, determine & develop technical approaches to be used and apply them on major challenges
Interface closely with Oben Business counterparts to understand / define requirements, domain knowledge / models, and data needs.
Effectively communicate technical analyses and results.
Work with offshore and in-house technical and business teams
Desired Skills and Experience :
Doctorate (Preferred) or Masters degree in Computer Science, Mathematics, Applied Physics, Applied Statistics or in Engineering
Foundation in theories underlying machine learning techniques
Advanced knowledge in audio digital signal processing and speech processing
Ability to apply theoretical or experiential knowledge on machine learning to solve problems
Experience in developing machine learning packages with programming languages such as Java, Python, C
Experience with PhP / MySql
Experience in coding for Operating Systems such as Android, iOS, Mac, Linux and Windows
Must be willing to work out of an office located in Pasadena, CA
Desired Characteristics :
Experience with designing and prototyping algorithms on different kinds of data
Experience in applying machine learning to different kinds of problems
Knowledgeable with relational databases & SQL concepts and Compute platforms like Matlab
Interest / Experience in large data sets, cloud based architectures and deployment frameworks for machine learning algorithms
Open source efforts in machine learning
Strong analytical skills, with demonstrated reputation including publications / development / deployment experience
Excellent teamwork and customer focus
Excellent written and verbal communication skills
Ability to take initiative and deliver tangible results under deadline
Ability to work independently with minimal direction
Flexibility of working across all functions / levels as part of a team
Interest in working for a young company
Application Requirements :
Detailed resume and / or LinkedIn profile
Links to any research / papers you have been an instrumental part of and are proud of
Name of instructor / adviser, if any along with link to their profile
Cover Letter identifying your five favorite apps on your phone
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