Data Scientist
During my tenure with the IBM VESA (Visualisation, Exploration and Semantic Analytics) team, I held the role of Senior Data and Machine Learning Engineer. My role encompassed engaging with clients, understanding their needs, and delivering effective solutions tailored to their requirements.Major responsibilities:โข Executed a ๐๐๐๐ฅ-๐๐ข๐ฆ๐ ๐๐๐ญ๐ ๐ฉ๐ข๐ฉ๐๐ฅ๐ข๐ง๐ on ๐๐๐ as an integral component of an all-encompassing analytics solution for a service desk insightsโฆ Show more During my tenure with the IBM VESA (Visualisation, Exploration and Semantic Analytics) team, I held the role of Senior Data and Machine Learning Engineer. My role encompassed engaging with clients, understanding their needs, and delivering effective solutions tailored to their requirements.Major responsibilities:โข Executed a ๐๐๐๐ฅ-๐๐ข๐ฆ๐ ๐๐๐ญ๐ ๐ฉ๐ข๐ฉ๐๐ฅ๐ข๐ง๐ on ๐๐๐ as an integral component of an all-encompassing analytics solution for a service desk insights platform focused on ITSM operations. Leveraged ๐๐๐๐ค๐ for seamless data streaming, harnessed ๐๐ฅ๐๐ฌ๐ญ๐ข๐๐ฌ๐๐๐ซ๐๐ก for storage, and utilised Elastic ๐๐ฎ๐๐๐ซ๐ง๐๐ญ๐๐ฌ Services for efficient deployments.โข Engineered an ๐๐๐ ๐๐ฅ๐จ๐ฎ๐-based platform for automated Machine Learning training job deployment on Kubernetes, integrated with ๐๐๐ ๐ฅ๐จ๐ฐ for comprehensive metrics tracking and model artifact storage. Conducted code analysis with ๐๐ฒ๐ฌ๐ to identify and address Security and Privacy concerns.โข Implemented an unsupervised mechanism for Personally Identifiable Information (PII) masking, fine-tuning pre-trained language models for robust data privacy.โข Led NLP initiatives to derive actionable insights from ticketing data, aiding stakeholders in refining business strategies. Applied techniques including Frequent Phrase Mining, Topic Modeling, Hierarchical Clustering and N-Gram Clustering.โข Worked on design and development of real-time and batch processing pipelines using ๐๐๐ฆ๐๐๐ and ๐๐๐ฉ๐ฉ๐ architectures.โข Integrated high-performance, pre-trained open-source models like fastText and HuggingFace's transformers for Language Identification and Translation.โข Developed scalable REST APIs, facilitating model exposure as consumable services, enhancing accessibility and usability.๐๐๐ง๐ ๐ฎ๐๐ ๐๐ฌ / ๐๐จ๐จ๐ฅ๐ฌ / ๐ ๐ซ๐๐ฆ๐๐ฐ๐จ๐ซ๐ค๐ฌ: Java โข Python โข Git โข Docker โข Kubernetes โข Apache Kafka โข Elasticsearch โข PyTorch โข MLflow โข Transformers โข AWS โข IBM Cloud Show less