Associate Data Scientist
Location: Bengaluru, Karnataka, India
Notice
Job Number: 25681
Position Title: Associate Product Specialist
External Description:
We are looking for data scientists with proven record of applying data science to solve problems at an industrial scale. Candidate will be part of the fast-paced data science team. Candidates will be required to interact with Customer Support Teams, Maintenance renewal team, Automation team to understand their problems, gather relevant data, build models by applying advanced analytics and generate insights to solve the identified problems. Candidate should enjoy playing with machine learning and finding patterns in big data.
Who will fit in the team:
Enjoy playing with machine learning, Natural Language Processing, Data Science Tools and finding patterns in our customer data.
If you are creative, analytical, self-driven, can work with least supervision, and passionate about your work and like working with different support teams, you can work with us.
Key Responsibilities
- The role would encompass building analytics, recommendation, framework and identifying key analytics projects for Global Customer Support, focussed on Customer analytics. Responsibility cut across teams.
- You will be working on data modeling and identifying patterns in Global Customer Support data.
- Generating Models for classifications for Customer Success initiatives using Machine learning.
- Generating taxonomy from customer case data using Natural Language Processor.
- Building Natural Language processing platform, Data Lake for Customer data
- Derive insights from Structured, semi-structured and Unstructured data – Supervised and Unsupervised.
- Specify manipulative or computational methods to be applied to models.
- Perform validation and testing of models to ensure adequacy and reformulate models as necessary.
- Communicate results to key stakeholders to support informed business decisions by providing in-depth analysis and recommendations
- Observe the current system in operation and gather and analyse information about each of the parts of component problems, using a variety of sources.
Desired Skill Set
- Knowledge of machine learning techniques like Bayesian, Decision Trees, Neural Networks, etc.
- Knowledge of advanced statistical methods including multi-variate statistical methods, discrete choice modelling, etc.
- Working experience on current industry problems in NLP like Question answering, Sequence modelling etc.
- Hands on experience in building and deploying models in Production
- Working knowledge on tensorflow and other Deep Learning frameworks.
- Exposure on Training models on GPU servers and on the cloud.
- Understanding/Implementation experience of the state of the art Neural Network architectures like LSTM, LSTM with Attention etc.
- Optimization solutions like constraint based optimization, game theory, etc. is a bonus
- Working proficiency in at least one programming language (C++, Java, R, Python, etc.) and SQL
- Working proficiency in at least one data mining tool (SAS, SPSS, R, RapidMiner, etc.)
- Prior experience with Big Data platforms/tools (Hadoop, MongoDB, Cassandra, etc.) and exposure to Customer Support domain will be added advantages
- Good communication skills
Required Qualification
- 3-5 years of demonstrated ability for industrial scale modeling using advanced analytics is a must
- Bachelor’s degree in Computer Science or
- Master’s degree in Mathematics or Statistics
City: Bangalore
State: Karnataka
Seniority Level: Associate
Alternative Location(s) :
Community / Marketing Title: Associate Data Scientist
Remote LinkedIn Hashtag:
LinkedIN Hashtag: LI-SU1
Company Profile:
EEO Employer Verbiage:
At Informatica we know diversity drives innovation. We are proud to be an Equal Opportunity Employer dedicated to maintaining a work environment free from discrimination, one where all employees are treated with dignity and respect. All qualified applicants will receive consideration for employment without regard to race, color, gender, sex, sexual orientation, marital status, religion, age, disability, gender identity, veteran status or any other characteristic protected by applicable law and Informatica policy.
Travel Requirement: Up to 25%
Location_formattedLocationLong: Bangalore, Karnataka IN