Tredence Inc. | Data Science Manager

5 days ago

bangalore, India Tredence Inc. Full time

Job Description:


• Graduate degree in a quantitative field (CS, statistics, applied mathematics, machine learning, or related discipline)

• Good programming skills in Python with strong working knowledge of Python’s numerical, data analysis, or AI frameworks such as NumPy, Pandas, Scikit-learn, etc.

• Experience with SQL, Excel, Tableau/ Power BI, PowerPoint

• Predictive modelling experience in Python (Time Series/ Multivariable/ Causal)

• Experience applying various machine learning techniques and understanding the key parameters that affect their performance

• Experience of building systems that capture and utilize large data sets to quantify performance via metrics or KPIs

• Excellent verbal and written communication

• Comfortable working in a dynamic, fast-paced, innovative environment with several ongoing concurrent projects.


Roles & Responsibilities:

• Lead a team of Data Engineers, Analysts and Data scientists to carry out following activities:

• Connect with internal / external POC to understand the business requirements

• Coordinate with right POC to gather all relevant data artifacts, anecdotes, and hypothesis

• Create project plan and sprints for milestones / deliverables

• Spin VM, create and optimize clusters for Data Science workflows

• Create data pipelines to ingest data effectively

• Assure the quality of data with proactive checks and resolve the gaps

• Carry out EDA, Feature Engineering & Define performance metrics prior to run relevant ML/DL algorithms

• Research whether similar solutions have been already developed before building ML models

• Create optimized data models to query relevant data efficiently

• Run relevant ML / DL algorithms for business goal seek

• Optimize and validate these ML / DL models to scale

• Create light applications, simulators, and scenario builders to help business consume the end outputs

• Create test cases and test the codes pre-production for possible bugs and resolve these bugs proactively

• Integrate and operationalize the models in client ecosystem

• Document project artifacts and log failures and exceptions.

• Measure, articulate impact of DS projects on business metrics and finetune the workflow based on feedbacks

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