India - Lead Data Scientist - Machine Learning/Deep Learning
2 days ago
Major Responsibilities
- Research and Problem-Solving : Identify and frame business problems, conduct exploratory data analysis, and propose innovative data science solutions tailored to business needs.
- Leadership & Communication : Serve as a technical referent for the research team, driving high-impact, high-visibility initiatives.
- Effectively communicate complex scientific concepts to senior stakeholders, ensuring insights are actionable for both technical and non-technical audiences.
- Mentor and develop scientists within the team, fostering growth and technical excellence.
- Algorithm Development : Design, optimize, and implement advanced machine learning algorithms, including neural networks, ensemble models (XGBoost, random forests), and clustering techniques.
- End-to-End Project Ownership : Lead the development, deployment, and monitoring of machine learning models and data pipelines for large-scale applications.
- Model Optimization and Scalability : Focus on optimizing algorithms for performance and scalability, ensuring robust, well-calibrated models suitable for real-time environments.
- A/B Testing and Validation : Design and execute experiments, including A/B testing, to validate model effectiveness and business impact.
- Big Data Handling : Leverage tools like BigQuery, advanced SQL, and cloud platforms (e., GCP) to process and analyze large datasets.
- Collaboration and Mentorship : Work closely with engineering, product, and campaign management teams, while mentoring junior data scientists in best practices and advanced techniques.
- Data Visualization : Create impactful visualizations using tools like matplotlib, seaborn, Looker, and Grafana to communicate insights effectively to stakeholders.
Required Experience/Skills
- 5-8 years of hands-on experience in data science or machine learning roles.
- 2+ years leading data science projects in AdTech.
- Strong hands-on skills in Advanced Statistics, Machine Learning, and Deep Learning.
- Demonstrated ability to implement and optimize neural networks and other advanced ML models.
- Proficiency in Python for developing machine learning models, with a strong grasp of TensorFlow or PyTorch.
- Expertise handling large datasets using advanced SQL and big data tools like BigQuery.
- In-depth knowledge of MLOps pipelines, from data preprocessing to deployment and monitoring.
- Strong background in A/B testing, statistical analysis, and experimental design.
- Proven capability in clustering, segmentation, and unsupervised learning methods.
- Strong problem-solving and analytical skills with a focus on delivering business value.
Education
- A Master's in Data Science, Computer Science, Mathematics, Statistics, or a related field is preferred.
- A Bachelor's degree with exceptional experience will also be considered.
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