KPMG - Data Scientist - Consultant
Role : Data Scientist
Role Overview : Build Industry relevant analytics powered solutions that will help solve business problems for the clients. Role involves design and development of Natural Language Processing (NLP) solutions through application of state-of-art NLP techniques and algorithms.
Role Summary Description :
- Translate business objectives into analytic approaches, and identify data sources to support analysis.
- Analyze and model unstructured data using advanced statistical methods.
- Perform machine learning, Text analytics, and statistical analysis methods, such as classification, collaborative filtering, association rules, sentiment analysis, topic modeling, time-series analysis, regression, statistical inference, and validation methods.
- Implement algorithms and software needed to perform analyses
- Drive client engagements focused on NLP applications development, in diverse domains such as product development, marketing research, and risk management.
- Communicate results and educate others through reports and presentations.
- Manage, guide and mentor team of data scientists
Functional/Technical Skills :
- Ability to break down complex problems, and develop strategies to solve them
- Masters, or PhD in Computer Science, Statistics, Mathematics, Engineering, Bioinformatics, Physics, Operations Research, or related fields, with 7 - 10 years of relevant experience
- Strong mathematical background with ability to understand algorithms and methods from a mathematical viewpoint and an intuitive viewpoint.
- Expertise in at least one of the following fields: machine learning, data visualization, statistical modeling, data mining, or information retrieval
- Develop and apply machine learning, and statistical analysis methods, such as classification, collaborative filtering, association rules, time-series analysis, advanced regression methods and hypothesis testing
- Strong programming experience in Python
- Thorough understanding of unstructured data preprocessing, word representation, building neural network models etc
- Strong knowledge in neural networks and experience in building RNN, CNNs etc. from scratch
- Experience in deep learning frameworks like Tensorflow, Pytorch etc
- Experience in handling small team of data scientists for minimum of 2 years in their earlier role
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