Senior Data Solutions Architect
2 months ago
Data Science Lead at i2e Consulting Pvt Ltd
We are seeking a highly skilled Data Science Lead to join our team at i2e Consulting Pvt Ltd. As a Data Science Lead, you will play a critical role in driving the development and implementation of machine learning algorithms in Generative AI, Vision, and Applied Statistics and Machine Learning space.
Responsibilities:
- Leverage 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/Machine 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
- Build specialized solutions using LLMs for Chat, QnA, Summarization, document creation, and translation use cases in the healthcare domain
- Contribute to Applied ML research projects, end-to-end ML problem solving
- Gather a good understanding of the business needs of the project
- Leverage recent advances in machine learning technologies and oversee the team's training
- Lead a team of Data Scientists, developers, as well as clinicians to strategize, design, and evaluate AI-based solutions to healthcare problems
- Take initiatives in innovation and research areas of solution development
Requirements:
- Bachelor's Degree/Master's Degree in Computer Science, Mathematics, Statistics, Physics, Computer Engineering, or related fields from a tier 1 college
- Have 6-9 years of experience in analyzing large volumes of data and building predictive models
- Hands-on experience in analytics techniques such as outlier detection, clustering, classification, regression, and hypothesis testing
- Hands-on experience developing applications and solutions using the latest LLMs
- Have an excellent understanding of computer vision techniques applied to the pharmaceutical domain
- Have an excellent academic background with strong hands-on knowledge of Python and SQL
- Hands-on software development skills (Python preferred)
- Understand the core concepts of Machine Learning, Deep Learning, Transformers, and the math behind it
- Have good knowledge of existing ML tools like TensorFlow, PyTorch, PySpark, SK Learn
- Know all the general best practices of ML
- Able to understand the internals of popular ML tools and as per the need be able to modify existing popular tools and algorithms
- Experience or educational courses/projects in Machine Learning, and/or Text Mining Algorithms
- Knowledge of statistical techniques, linear algebra, and numerical optimization
- Knowledge of ML theory such as bias variance tradeoff, regularization, loss functions, and experienced in A/B testing
- Ability to work closely with domain experts to develop tools/algorithms needed to answer research questions in their studies
- Understanding of popular cloud infrastructure providers and services applied to AI/ML domain is a must
- Excellent communication skills (with the ability to explain developed tools and ML algorithms to a non-technical audience)
- Ability to formulate operational problems in the healthcare domain as technical problems that allow 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
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