About this role
<p style="margin:0.0in 23.8pt 0.0in 0.0in;line-height:95%;font-size:24.5pt;font-family:Georgia, serif;font-weight:bold"><span style="font-size:14.0pt;line-height:95%;font-family:Arial, sans-serif">Job Title: Data Scientist </span></p> <p style="margin:0.0in 23.8pt 0.0in 0.0in;line-height:95%;font-size:24.5pt;font-family:Georgia, serif;font-weight:bold"><span style="font-size:14.0pt;line-height:95%;font-family:Arial, sans-serif">(Position 3-Open)</span></p> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:12.0pt;font-family:Arial, sans-serif">Department:</span></strong><span style="font-size:12.0pt;font-family:Arial, sans-serif"> CIBD3</span></p> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:12.0pt;font-family:Arial, sans-serif">Reports To:</span></strong><span style="font-size:12.0pt;font-family:Arial, sans-serif"> Manish Kaurava -SDM Data Science and Analytics</span></p> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:12.0pt;font-family:Arial, sans-serif">Job Location</span></strong><span style="font-size:12.0pt;font-family:Arial, sans-serif">: IN/PL/SB</span></p> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif"><br></span><span style="font-size:12.0pt;font-family:Arial, sans-serif"><br></span><strong><span style="font-size:14.0pt;font-family:Arial, sans-serif">Data Scientist – Role Overview</span></strong></p> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:14.0pt;font-family:Arial, sans-serif"> </span></strong></p> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">We are seeking a highly skilled <strong>Data Scientist</strong> with strong expertise in <strong>Machine Learning services, Recommender Systems (RS), and Generative AI (LLM & LVM)</strong>. The role will collaborate closely with <strong>Data Engineering, Data Science, and ML Engineering teams</strong> to design, develop, deploy, and scale intelligent data products and AI solutions.</span></p> <div style="text-align:center;margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif" align="center"><hr align="center" size="2" width="100%"></div> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:14.0pt;font-family:Arial, sans-serif">Key Responsibilities</span></strong></p> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:11.0pt;font-family:Arial, sans-serif"> </span></strong></p> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:11.0pt;font-family:Arial, sans-serif">1. Data Science & Advanced Analytics</span></strong></p> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="disc"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Develop and deploy end-to-end machine learning models from ideation to production.</span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Perform exploratory data analysis (EDA), feature engineering, and model evaluation.</span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Build predictive and prescriptive models using statistical and ML techniques.</span></li> </ul> <div style="text-align:center;margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif" align="center"><hr align="center" size="2" width="100%"></div> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:11.0pt;font-family:Arial, sans-serif">2. Machine Learning Services (Primary Focus)</span></strong></p> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="disc"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Design and implement scalable ML pipelines for training, testing, and deployment.</span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Work with ML platforms such as: </span></li> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="circle"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Azure ML, AWS SageMaker, GCP Vertex AI</span></li> </ul> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Implement model lifecycle management including versioning, monitoring, and retraining.</span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Optimize models for performance, scalability, and reliability.</span></li> </ul> <div style="text-align:center;margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif" align="center"><hr align="center" size="2" width="100%"></div> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:11.0pt;font-family:Arial, sans-serif">3. Recommender Systems (RS)</span></strong></p> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="disc"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Design and build personalized recommendation engines: </span></li> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="circle"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Collaborative filtering</span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Content-based filtering</span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Hybrid recommendation systems</span></li> </ul> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Work with large-scale datasets to implement ranking, personalization, and user segmentation.</span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Evaluate models using metrics like precision@k, recall@k, NDCG.</span></li> </ul> <div style="text-align:center;margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif" align="center"><hr align="center" size="2" width="100%"></div> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:11.0pt;font-family:Arial, sans-serif">4. Generative AI (GenAI – LLM & LVM)</span></strong></p> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="disc"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Build and deploy LLM-powered solutions: </span></li> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="circle"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Chatbots, copilots, document intelligence</span></li> </ul> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Implement RAG (Retrieval-Augmented Generation) architectures.</span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Work with models such as: </span></li> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="circle"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">OpenAI, Azure OpenAI, Hugging Face</span></li> </ul> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Develop use cases for: </span></li> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="circle"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Text generation, summarization, classification</span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Image/video understanding (LVM – Large Vision Models)</span></li> </ul> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Optimize prompts and manage prompt engineering workflows.</span></li> </ul> <div style="text-align:center;margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif" align="center"><hr align="center" size="2" width="100%"></div> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:11.0pt;font-family:Arial, sans-serif">5. Collaboration with Data Engineering</span></strong></p> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="disc"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Define data requirements and collaborate on data pipeline design.</span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Ensure data quality, governance, and availability.</span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Work with big data technologies like: </span></li> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="circle"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Spark, Databricks, Hadoop</span></li> </ul> </ul> <div style="text-align:center;margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif" align="center"><hr align="center" size="2" width="100%"></div> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:11.0pt;font-family:Arial, sans-serif">6. ML Engineering & Deployment Support</span></strong></p> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="disc"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Collaborate with ML Engineers to: </span></li> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="circle"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Deploy models via APIs and microservices</span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Containerize models (Docker, Kubernetes)</span></li> </ul> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Integrate models into production systems and CI/CD pipelines.</span></li> </ul> <div style="text-align:center;margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif" align="center"><hr align="center" size="2" width="100%"></div> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:11.0pt;font-family:Arial, sans-serif">7. Model Monitoring & Governance</span></strong></p> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="disc"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Monitor model drift, performance degradation, and bias.</span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Implement logging, alerting, and explainability tools.</span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Ensure Responsible AI practices: </span></li> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="circle"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Fairness, transparency, interpretability</span></li> </ul> </ul> <div style="text-align:center;margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif" align="center"><hr align="center" size="2" width="100%"></div> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:11.0pt;font-family:Arial, sans-serif">Qualifications & Experience</span></strong></p> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:11.0pt;font-family:Arial, sans-serif">Educational Background</span></strong></p> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="disc"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">B.Tech/B.S./ M.S. in Computer Science, Statistics, Mathematics, or a related field</span></li> </ul> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:11.0pt;font-family:Arial, sans-serif">Professional Experience</span></strong></p> <ul style="margin-bottom:0.0in;margin-top:0.0px"> <li style="margin:0.0in 0.0in 0.0in 0.0px;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:11.0pt;font-family:Arial, sans-serif">5+ years</span></strong><span style="font-size:11.0pt;font-family:Arial, sans-serif"> of experience in Data Science / Machine Learning roles </span></li> <li style="margin:0.0in 0.0in 0.0in 0.0px;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Proven experience in <strong>end-to-end ML model development and deployment</strong></span></li> </ul> <p style="margin:0.0in 0.0in 0.0in 0.5in;font-size:10.0pt;font-family:'Times New Roman', serif"> </p> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:11.0pt;font-family:Arial, sans-serif">Technical Skills</span></strong></p> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:11.0pt;font-family:Arial, sans-serif">Core Technical Skills</span></strong></p> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="disc"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Programming: Python (mandatory), SQL</span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">ML Libraries: Scikit-learn, TensorFlow, PyTorch</span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Data Processing: Pandas, NumPy, Spark</span></li> </ul> <div style="text-align:center;margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif" align="center"><hr align="center" size="2" width="100%"></div> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:11.0pt;font-family:Arial, sans-serif">ML & AI Expertise</span></strong></p> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="disc"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Strong expertise in: </span></li> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="circle"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:11.0pt;font-family:Arial, sans-serif">Supervised & Unsupervised Learning</span></strong></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Model optimization techniques</span></li> </ul> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Hands-on experience with <strong>ML platforms and services</strong></span></li> </ul> <div style="text-align:center;margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif" align="center"><hr align="center" size="2" width="100%"></div> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:11.0pt;font-family:Arial, sans-serif">Recommender Systems</span></strong></p> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="disc"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Experience in designing and deploying <strong>recommendation engines</strong></span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Knowledge of ranking algorithms and personalization techniques</span></li> </ul> <div style="text-align:center;margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif" align="center"><hr align="center" size="2" width="100%"></div> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:11.0pt;font-family:Arial, sans-serif">Generative AI Skills</span></strong></p> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="disc"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Experience with: </span></li> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="circle"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">LLMs (GPT, Llama, etc.)</span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Prompt engineering</span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">RAG frameworks (LangChain, LlamaIndex)</span></li> </ul> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Exposure to <strong>multimodal AI (LVM)</strong> is a strong plus</span></li> </ul> <div style="text-align:center;margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif" align="center"><hr align="center" size="2" width="100%"></div> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:11.0pt;font-family:Arial, sans-serif">MLOps & Deployment</span></strong></p> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="disc"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Familiarity with: </span></li> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="circle"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">CI/CD for ML pipelines</span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Docker, Kubernetes</span></li> </ul> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Understanding of model monitoring tools</span></li> </ul> <div style="text-align:center;margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif" align="center"><hr align="center" size="2" width="100%"></div> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:11.0pt;font-family:Arial, sans-serif">Data Engineering Understanding</span></strong></p> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="disc"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Strong knowledge of: </span></li> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="circle"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Data pipelines, ETL processes</span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Data warehousing concepts</span></li> </ul> </ul> <div style="text-align:center;margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif" align="center"><hr align="center" size="2" width="100%"></div><p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><strong><span style="font-size:11.0pt;font-family:Arial, sans-serif">Additional Skills & Preferred Qualifications</span></strong></p> <ul style="margin-top:0.0in;margin-bottom:0.0in" type="disc"> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Strong communication, stakeholder management, and organizational skills</span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Self-motivated, customer-focused, and detail-oriented mindset</span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Experience with Azure ecosystem (Azure ML, Databricks) </span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Exposure to real-time data processing </span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Certifications in: </span><span style="font-size:10.5pt;font-family:'Segoe UI', sans-serif">Machine Learning / AI / Cloud</span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Knowledge of ERP systems (SAP) – strongly preferred</span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">Six Sigma Yellow Belt or Green Belt certification – a plus</span></li> <li style="margin-top:0.0in;margin-right:0.0in;margin-bottom:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"><span style="font-size:11.0pt;font-family:Arial, sans-serif">ITIL certification – a plus</span></li> </ul> <p style="margin:0.0in;font-size:10.0pt;font-family:'Times New Roman', serif"> </p>