Proven 5+ years of commercial experience in creating, testing, deploying, monitoring and maintaining machine learning pipelines (mandate)
Fluent with data manipulation and ML frameworks for EDA, feature extraction and development, modelling, hyperparameter tuning, experiment tracking and performance monitoring (mandate)
Expertise in correlation analysis, classification/clustering techniques, anomaly detection and time series forecasting using either traditional or deep learning ML approaches
Strong Python background with the ability to write clean, modular, and maintainable code following best practices including abstraction, exceptions handling, and testing to support long-term maintainability
Experience using SQL data exploration, feature extraction, and integration with analytical workflows
Familiarity with cloud platforms and products like Google VertexAI, BigQuery, CloudSQL, Compute Engine or similar solutions
Demonstrated ability to support, mentor, and guide junior to mid-level data scientists and machine learning engineers
Familiarity with Agile ways of working, participating in sprint planning, retrospectives etc
Excellent communication skills, with the ability to explain complex analytical concepts to technical and non-technical stakeholders
Preferred Qualifications
PhD in a relevant field
Networking/Telecommunications knowledge
Experience with data visualisation tools and frameworks such as Dash, Streamlit, Superset etc, to aid in the presentation of model results and findings
Responsibilities
Identify complex problems and develop and deploy novel prototypes and algorithms to solve them
Improve accuracy and functionality of algorithms and understand the overall implications of the entire machine learning frameworks
Translate application requirements into problem statements
Analyze and evaluate solutions both internally generated as well as third party supplied
Develop novel ways to solve problems and discover new products
Provide guidance and leadership to more junior researchers
Integrate knowledge of business and functional priorities
Act as a key contributor in a complex and crucial environment
May lead teams or projects and share expertise
Understand Operating Principles and make them guidelines for work
Own the customer experience by thinking and acting in ways that put customers first
Be enthusiastic learners, users and advocates of technology, products and services
Win as a team by working together and being open to new ideas
Be an active part of the Net Promoter System by joining huddles, making call backs and helping elevate opportunities
Drive results and growth
Support a culture of inclusion in how you work and lead
Do what's right for each other, customers, investors and communities
Skills
Machine Learning
Python
ML Pipelines
EDA
Feature Extraction
Hyperparameter Tuning
Experiment Tracking
Performance Monitoring
Correlation Analysis
Classification
Clustering
Anomaly Detection
Time Series Forecasting
Deep Learning
Comcast
Comcast Corporation is a global media and technology company.