Hi, I'm Ayush
AI PM | Advanced Analytics
... with 4 years of experience architecting AI-driven solutions,
building production ML pipelines, and leading cross-functional teams to deliver
scalable AI products. Expert in Python, LangChain, TensorFlow, AWS, and MLOps.
Proven track record in translating business requirements into AI strategies that
drive measurable ROI and operational excellence.
Available immediately (Open to relocate).
About Me
Milestones so farMaster of Computer Science & Data Science (Part-time)
University of Illinois - Urbana-ChampaignAI PM (Data Science)
Sculptor Capital Management – New YorkSoftware Engineer II (Data & Cloud)
Humannity Medtec – Los AngelesSoftware Engineer I (Mobile Application)
Humannity Medtec – Los AngelesMaster of Engineering Management
St Cloud State UniversityBusiness Intelligence Research
St Cloud State UniversityDecision Analytics Associate
ZS Associates – PuneBachelor of Electronics & Communications Engineering
Thapar Institute of Engineering and TechnologyProgram Manager – Entrepreneurship Cell
Thapar InstituteProcess Engineer Intern
UPRVUNLProcess Engineer Intern
HINDALCOGlobal Supply Chain Data Scientist Intern
Asmara GroupSocial Media Data Scientist Intern
CoLinkers Events ManagementSkills
Technical & Non-Technical ExpertiseLanguages
Python, SQL, Bash, C#, R, Java, C++, XAML, HTML, CSS, MATLAB
Machine Learning
TensorFlow, PyTorch, Keras, scikit-learn, XGBoost, LangChain, Hugging Face
Frameworks
.NET (Xamarin, MAUI), NUnit, Fast/FlaskAPI, pytest, Selenium
Data & Cloud
AWS (S3, EC2, Lambda, DynamoDB, Redshift), GCP (BigQuery), Spark, Hadoop, MongoDB
DevOps & MLOps
Docker, MLflow, Kubernetes, CI/CD, Git/GitHub, Postman
Visualization & BI
Plotly/Dash, Tableau, PowerBI, matplotlib, seaborn, Excel
Domain Knowledge
Healthcare & Medical Devices, Big Data Analytics, Regulatory (FDA/ISO), AI Ethics, Cloud Architecture, MLOps Workflows, Data Engineering Best Practices
Communication & Leadership
Presentation, Reporting, Documentation, Team Building, Stakeholder Management
Problem Solving
Root Cause Analysis, Critical Thinking, Continuous Learning
Time Management
Prioritization, Agile Planning
Professional Experience
Where I’ve worked
AI PM (Data Science)
June 2025 – Present | New York, NY Sculptor Capital Management- Built RAG-based AI solutions using LangChain and GPT-4o in Azure Foundry, automating Q&A and executive summaries, reducing report prep time by ~25%.
- Engineered end-to-end data pipelines with Azure Data Factory and Databricks, leveraging Git-driven CI/CD to automate ETL and model deployment, cutting processing time by ~30%.
- Designed time-series forecasting models with Python/Pandas and SQL to predict True-Up and cash-on-cash metrics, improving projection accuracy by ~12%.
- Developed interactive Power BI dashboards consolidating financial and operational data, adopted by 4 teams for real-time reporting and accelerating insights by ~20%.
Software Engineer II (Data & Cloud)
Jul 2024 – May 2025 | Los Angeles, CASoftware Engineer I (Mobile Application)
Sep 2023 – Jul 2024 | Los Angeles, CA Humannity MedTec — Alfred Mann Foundation- Optimized implant-telemetry flow - cut sync delay 30% and achieved 99% uptime by writing the C# ingestion code, SQLite caching and AWS ETL (S3 + RDS + DynamoDB).
- Built a log-manager dashboard (S3 events & DynamoDB) that improved remote debugging throughput by 40%.
- Enabled 50% faster patient journey analysis by designing SQL views and Plotly graphs in the mobile app.
- Designed Python EDA on 1 M+ respiratory / accelerometer signals, defining features for future sleep pattern models.
- Increased test coverage to 85% unit / 90% UI with pytest and NUnit; served as Scrum Master, lifting sprint velocity 20%.
Decision Analytics Associate (Data Science)
Jan 2021 – Jul 2022 | Pune, India ZS Associates- Ingested 10 M+ records / month via Spark-on-EMR, loading Redshift for near-real-time KPIs.
- Containerized XGBoost & Random Forest workflows on EC2 to improve experiment reproducibility.
- Boosted physician engagement 30\% by converting residual model signals into keyword strategy.
- Mapped patient journeys using PLD & survey data, guiding precise outreach; data insights helped double market share in 18 months./li>
Business Intelligence Researcher
Jan 2023 – Oct 2023 | St. Cloud, MN St. Cloud State University- Optimized implant-telemetry flow—cut sync delay 30% and achieved 99% uptime by writing the C# ingestion code, SQLite caching and AWS ETL.
- Built a log-manager dashboard (S3 events & DynamoDB) that improved remote debugging throughput by 40%.
Program Manager (Volunteer)
Sep 2017 – May 2020 | Patiala, India Enterpreneurship Development Cell- Managed a 150+ member team at the Entrepreneurship Development Cell, mentoring startups and securing $190K in funding.
- Led digital content strategy and market research at CoLinkers Event Management, boosting event visibility and engagement by 20%.
Process Engineer (Intern)
Jun 2019 – Jul 2019 | Sonebhadra, India UPRVUNL- Analyzed SCADA and DCS data, collaborated with the Control and Instrumentation department, achieved 15% downtime reduction through data-driven optimization of equipment and processes.
Process Engineer (Intern)
Dec 2018 – Jan 2019 | Sonebhadra, India HINDALCO- Analyzed data produced by Supervisory Control and Data Acquisition (SCADA) systems to discover trends, patterns, and anomalies in temperature, pressure, and other important indicators in a power generating unit for an aluminum and copper manufacturing facility.
Global Supply Chain Data Scientist (Intern)
Jun 2018 – Jul 2018 | Gurugram, India Asmara Group- Contributed to international supply chain operations by supporting the relationships with suppliers across 18 countries. Assisted in the development and implementation of a supplier scorecard that reduced defects by 3%.
Social Media Data Scientist (Intern)
Sep 2017 – Feb 2018 | Patiala, India CoLinkers Events Management- Combined data analysis and content marketing expertise to optimize digital content strategy for website, social media, and email newsletters. Conducted market research and used SEO techniques to increase online visibility and contributed to successful event outcomes.
Education
Degrees & Certifications
Master of Computer Science (Part-time)
University of Illinois Urbana-Champaign Jan 2024 – Present | Champaign, IL- Deep Learning
- Machine Learning
- Natural Language Processing
- Cloud Computing
- Database Systems
- Big Data
- Quality Engineering
- Project Management
Bachelor in Engineering of Electronics & Communications
Thapar Institute of Engineering & Technology Jul 2017 – Jul 2021 | Patiala, India- Data Structures & Algorithms
- Operating Systems
- Object Oriented Programming
- Machine Learning
- Biomedical Signal Processing
Certified Six Sigma Green Belt
Minnesota West Community and Technical College Sep 2023
Certified Associate in Engineering Management
American Society for Engineering Management Oct 2024
AI Product Management (Specialization)
Duke University (Coursera) Jun 2023
Data Science (Specialization)
IBM (Coursera) Jun 2023
Software Development Lifecycle (Specialization)
University of Minnesota (Coursera) Jun 2023
Project Management (Specialization)
Google (Coursera) May 2023
Data Analytics (Specialization)
Google (Coursera) Jul 2022
Machine Learning (Specialization)
Stanford University (Coursera) Feb 2023