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Job Location: Poona, Bengaluru
Job Detail:
As a Data Scientist at HiLabs, you will partner closely with a team of stake holders, product managers, and data engineers to solve real problems in healthcare domain. HiLabs is looking for great problem solvers who can tap into the potential of data and deliver scalable and robust data products. Our potential member would work on developing and implementing machine learning algorithms for various HiLabs Products and Solutions.
Roles and Responsibilities
- Leveraging AI/ML techniques and solutions to identify and mathematically interpret complex healthcare problems
- Deploy and optimize machine learning solutions on massive datasets using big data technologies
- Develop and prototype AI algorithms and software tools
- Implement enhancements to existing algorithmic/deep learning solutions
- Conduct quantitative data analysis using a variety of datasets
- Increase the efficiency and improve the quality of solutions offered
- Understand business use cases and pull the necessary data from various sources to provide key insights to stakeholders. Build and deploy additional functionalities as per client requirements
- Leverage recent advances in machine learning technologies and oversee the teams training
- For Lead/Sr. Data Scientists- Lead a team of Data Scientists, developers as well as clinicians to strategize, design and evaluate AI based solutions to healthcare problems
Desired Candidate Profile
- Bachelors Degree/Masters Degree in Computer Science, Mathematics, Statistics, Physics, Electrical Engineering, Computer Engineering or related fields from tier 1 college
- Hands-on Software Development Skills (Scala-Preferred)
- Experience or educational courses/projects in Machine Learning, and/or Text
- Mining Algorithms
- Knowledge of statistical techniques, linear algebra, numerical optimization
- Knowledge of ML theory such as bias variance tradeoff, regularization, loss functions and experienced in A/B testing
- Know all the general best practices of Machine Learning
- Ability to work closely with Domain experts to develop tools/algorithms needed to answer research questions in their studies
- Excellent Communication Skills (with the ability to explain developed tools and
- ML algorithms to a non-technical audience)
- Ability to formulate operational problems in healthcare domain as technical problems that allows for reuse of leading research in the area
- Proven ability to work independently to learn new technologies, techniques, processes, languages, platforms, systems
- Strong analytical, inferential, critical thinking, and creative problem-solving skills
- Self-starter with ability to work both independently and with a team
Preferred Qualifications:
- Experience with Deep Learning Frameworks such as Keras, Tensorflow, PyTorch, Mxnet etc
- Experience with interpretability of deep learning models
- Big Data Skills (Hadoop, Spark, recent deep learning platforms)
- Experience with text mining tools and techniques including in areas of summarization, search (e.g. ELK Stack), entity extraction, training set generation (e.g. Snorkel) and anomaly detection
- Expert software development skills including developing and maintaining good production quality code
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