Non-Academic Openings
Data Scientist New Analytics Team
Overview
Role: Data Scientist
Function: New Analytics Team
Department: New Analytics Team
Location: Hyderabad
No of Positions: 1
Reports to Position: Associate Director
Reportees to Position: None
Band: A3
Job Description
Job Purpose
Understand Business Processes & Data, Model the requirements to create Analytics Solutions
Build Predictive Models & Recommendation Engines using state-of-the-art Machine Learning Techniques to aid Business Processes increase efficiency and effectiveness in their outcomes.
Churn and Analyze the data to discover actionable insights & patterns for Business use.
Assist the Function Head in Data Preparation & Modelling Tasks as required
Job Outline
Collaborate with Business and IT teams for understanding and collecting data.
Collect, collate, clean, process and transform large volume(s) of primarily Tabular data (Blend of Numerical, Categorical & some Text).
Apply Data Preparation Techniques like Data Filtering, Joining, Cleaning, Missing Value imputation, Feature Extraction, Feature Engineering, Feature Selection, Dimensionality Reduction, Feature Scaling, Variable Transformation etc
Apply as required: basic Algorithms like Linear Regression, Logistic Regression, ANOVA, KNN, Clustering (K-Means, Density, Hierarchical etc), SVM, Naïve Bayes, Decision Trees, Principal Components, Association Rule Mining etc.
Apply as required: Ensemble Modeling algorithms like Bagging (Random Forest), Boosting (GBM, LGBM, XGBoost, CatBoost), Time-Series Modelling and other state-of-the-art Algorithms.
Apply as required: Modelling concepts like Hyperparameter Optimization, Feature Selection, Stacking, Blending, K-Fold Cross-Validation, Bias & Variance, Overfitting etc
Build Predictive Models using state-of-the-art Machine Learning techniques for Regression, Classification, Clustering, Recommendation Engines etc
Perform Advance Analytics of the Business Data to find hidden patterns & insights, explanatory causes, and make strategic business recommendations based on the same.
Job Specifications
Knowledge / Education:
- BE /B. Tech – Any Stream
Specific Skills:
- Should have strong expertise in Python libraries like Pandas & Scikit Learn along with ability to code according to requirements stated in the Job Outline above
- Experience of Python Editors like PyCharm and/or Jupyter Notebooks (or other editors) is a must.
- Ability to organize the code into Modules, Functions and/or Objects is a must
- Knowledge of using ChatGPT for ML will be preferred.
- Familiarity with basic SQL for Querying & Excel for Data Analysis is a must.
- Should understand basics of Statistics like Distributions, Hypothesis Testing, Sampling Techniques etc
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Familiarity with using ChatGPT, LLMs, Out-of-the Box Models etc for Data Preparation & Model building
- Kaggle experience.
- Familiarity with R.
Desirable Experience:
- Have an experience of at least 4 years of solving Business Problems through Data Analytics, Data Science and Modelling. Should have experience as a full-time Data Scientist for at least 2 years.
- Experience of at least 3 Projects in ML Model building, which were used in Production by Business or other clients.
Job Interface/Relationships | |
Internal |
External |
|
|
Key Responsibilities | % Time Spent |
Data Preparation for Modelling - Data Extraction, Cleaning, Joining & Transformation | 35% |
Build ML/AI Models for various Business Requirements | 35% |
Perform Custom Analytics for providing actionable insights to the Business. | 20% |
Assist the Function Head in Data Preparation & Modelling Tasks as required | 10% |
Total Time Spent on All Responsibilities | 100% |
Any other additional Input-
Will not be considered for selection:
Familiarity with
- Deep Learning Algorithms Image Processing & Classification
- Text Modelling using NLP Techniques
To apply, please email to careers@isb.edu
Indian School of Business
Gachibowli, Hyderabad - 500111
Indian School of Business
Knowledge City
Sector 81, SAS Nagar ,Mohali - 140 306