Role: Lead Data Scientist
Experience:
13+ years and in field of Data Science 6+ years
Education:
B.Tech/ M.Tech (Chemical, Computer Science, Mechanical, Aerospace, Electrical Engineering)
Location: Pune
Skills:
Desired Skills:
- Strong problem-solving skills with an emphasis on product development.
- Leading the team of Engineering data scientists
- Designing AI/ML solutions to solve business problems
- Developed & Deployed Machine Learning, Deep Learning models for industrial problems having large data sets (Numerical, Categorical and Time Series Data)
- Developed & Deployed Computer Vision and Deep Learning Models for industrial problems (Images, Videos)
- Experienced in using Python in developing and deploying Statistical, Machine Learning or Deep Learning models, custom algorithms to solve various business problems to generate valuable insights
- Experienced in Optimization techniques like Genetic Algorithms, Linear Programming, Quadratic Programming, PSO, etc.
- Experience in data collection, exploratory data analytics, data cleansing, feature selection and model validation.
- Knowledge in NLP and LLMs
- Good Knowledge in Algorithms like Decision Trees, Clustering, Support Vectors, Artificial Neural Networks, LSTM, CNN, YOLO etc. and their real-world advantages and disadvantages
- Knowledge and Experience in using any of the Visualization tools like Matplotlib, Power BI, Tableau, etc.
- Development and deployment of AI/ML based algorithm in any one or more cloud environments such as Azure, AWS, Google
- A drive to learn and master new technologies and techniques
- Agile Way of Working
- Experience in developing project proposals
- Good communication skills to present work to different stakeholders
Good to Have:
- Understanding of DCS and APC systems
- Understanding P&ID Diagrams
- Familiarity of Energy, Resources and Utility Domain
- Experience with distributed data/computing tools: Spark, MySQL, etc.
- Development and deployment of AI/ML based algorithm in any cloud environment such as Azure, AWS, Google
- Experience in analysing data from 3rd party tools.
- Experience working with and creating data architectures.
- Knowledge and Experience in Process Control, Optimization
- Published paper on solved problems using Engineering analytics
Responsibilities:
- Analyze the data acquired from various OT systems, applications and other data sources.
- Developing own script to develop data science solutions
- Identify the right technique to carry out the pre-processing & develop script for data preprocessing
- Identify the parameters of interest using right algorithm
- Identify right feature selection and develop script for feature extraction
- Build, Validate & deploy models in the desired framework
- Based on the problem, carry out exploration of various candidate ML algorithms and select the right fit algorithm
- Continuous Learning of new algorithms and finding the applicable problems where it can be applied
- Jointly publish the papers with customers
