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@aakashkumar5
Senior Data Scientist specializing in machine learning and AI solutions.
I am a Senior Data Scientist with a passion for leveraging machine learning and AI to drive business value. Currently, I work at Arya.ai, where I architected an end-to-end Cash Flow Forecasting and Credit Assessment System for a global investment bank. My role involves integrating multiple data sources and implementing MLOps best practices, ensuring that our solutions deliver measurable results across the finance industry.
My expertise extends to developing and deploying advanced AI models, such as the Qwen vision language model for automated invoice extraction and fine-tuning Mistral-7B-Instruct for financial risk classification. I have successfully built production-ready microservices architectures and led cross-functional teams in transforming FinTech platforms into enterprise-grade solutions. My technical leadership has been instrumental in scaling production ML systems and developing generative AI applications that enhance customer engagement and deliver personalized recommendations.
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Work history, roles, and key accomplishments
Arya.ai
Aug 2021 - Present (4 years 3 months)
Architected and deployed an end-to-end Cash Flow Forecasting and Credit Assessment System for a global investment bank, integrating multiple data sources and ML pipelines with MLOps best practices. Developed and deployed a Qwen vision language model for automated invoice extraction on-premises, implementing a multimodal AI system that processes financial documents with high accuracy.
Quantiphi
Apr 2021 - Aug 2021 (4 months)
Developed machine learning solutions using PyTorch for diverse industry applications, demonstrating expertise in communicating technical concepts to both technical and non-technical stakeholders. Built production-grade ML workloads on cloud platforms, applying data science best practices and optimization methodologies to deliver business value.
Technokart Consultancy Services
May 2020 - Mar 2021 (10 months)
Implemented machine learning pipelines for customer data analysis using pandas and scikit-learn, developing solutions that enhanced customer engagement and business value through data-driven insights. Contributed to ML system architecture leveraging computer vision and NLP techniques to solve industry-specific problems.
Degrees, certifications, and relevant coursework
Bachelor of Technology, Data Science
Grade: 3.47/4 CGPA
Activities and societies: Relevant Coursework: Computer Science, Statistics, Engineering, Machine Learning, Deep Learning, Natural Language Processing, and Operations Research
Studied Data Science, covering core concepts in Computer Science, Statistics, and Engineering. Focused on Machine Learning, Deep Learning, Natural Language Processing, and Operations Research.
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