Amey Talkatkar
Machine Learning | Data Science | Multivariate | Time Series | Anomaly Detection | Model Building | MLOPS | Python | BigQuery | Vertex AI | GCP
- Role
- Principal Data Scientist at HARMAN India
- Location
- Mumbai, MH, IN
- LinkedIn followers
- 500 followers
About Amey Talkatkar
Strategic AI/ML leader with 16+ years architecting enterprise-grade production systems…
Experience
Principal Data Scientist
Apr 2023 — Present · Pune, IN
Spearhead the analysis of time series data sourced from Prometheus, Datadog, and CloudWatch metrics, utilizing advanced multivariate time series algorithms to identify patterns and predict anomalies.(e.g. MTAD-GAT, TranAD)Developed and implemented a cutting-edge machine learning pipeline using Vertex AI, BigQuery, and Google Cloud Platform (GCP) services to process and train data for over 400 nodes within specified time ranges. Engineered an online prediction system leveraging Cloud Functions and Pub/Sub architecture, enabling real-time anomaly detection without manual intervention, ensuring continuous monitoring and proactive response to deviations. Implemented automated mechanisms to detect data drift, triggering retraining of models when deviations are observed to maintain accuracy and performance. Collaborate closely with cross-functional teams to integrate predictive analytics solutions into existing systems, driving operational efficiencies and enhancing decision-making processes. Stay abreast of the latest advancements in data science and machine learning, actively researching and implementing cutting-edge techniques to improve anomaly detection accuracy and scalability. Regularly communicate findings and insights to technical and non-technical stakeholders, fostering understanding and actionable insights.
Education
International Institute of Information Technology Bangalore
Executive Post Graduate Programme in Machine Learning and Artificial Intelligence
The D. G. Ruparel College
H.S.C.
2002 — 2004
Liverpool John Moores University
Master of Science - MS
Vidya Vikas Mandal Vidyalaya
SSC
1990 — 2002
University of Mumbai
B.Tech.
2004 — 2008
Skills
- Ldap
- Sql
- Business Analytics
- Perl Script
- Product Management
- Unix Shell Scripting
- Perl
- Shell Scripting
- Unix
- Requirements Analysis
- Project Management
- Test Automation
- Oracle Sql Developer
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