Founder & AI Engineer

Ashwin Nitnaware

I build |

Ashwin Nitnaware
Maharashtra, India

About Me

Founder & AI Engineer at Panda Tech Bytes. Building autonomous AI agent systems. M.S. Business Analytics, Oakland University.

I build AI systems that think, act, and adapt, not just models that predict. As the founder of Panda Tech Bytes, I work at the intersection of autonomous AI agents, deep learning, and real-world product engineering, designing agentic architectures and tool-use frameworks capable of reasoning, planning, and executing multi-step tasks independently.

My background spans the research lab and the startup trenches. I've published AI/ML research, contributed to NLP analytics at Oakland University, and am currently building AI-powered products from the ground up. I also serve as a technical reviewer for IEEE conferences, reviewing research papers in AI and machine learning.

Education

Master of Science in Business Analytics

Oakland University

April 2025

Bachelor of Engineering in Computer Engineering

Savitribai Phule Pune University

June 2021

Diploma in Computer Engineering

Maharashtra State Board of Technical Education

June 2017

Skills Proficiency

Experience

From academic research and mentoring to founding and shipping real AI products.

Founder Current
Panda Tech Bytes

Founder & AI Product Engineer

Oct 2025 – Present Nashik, India
  • Researching and applying deep learning, ensemble learning, and predictive modeling algorithms as core features of AI-powered software products; designing autonomous AI agent systems with agentic architectures and tool-use frameworks.
  • Conducting systematic research on emerging ML algorithms and techniques using experimental design and model benchmarking; building scalable AI model-serving infrastructure on GCP.
  • Building and scaling a product-based AI product from the ground up, overseeing the complete product lifecycle from ideation and market research to design, development, and launch.
  • Defining product vision and roadmap, making core architectural and technology decisions, and driving the end-to-end execution of multiple software products simultaneously.
  • Managing all company operations including business strategy, product positioning, branding, financial planning, and vendor relationships as a solo founder.
  • Designing and engineering full-stack enterprise software products independently, owning everything from system architecture and database design to frontend development and cloud deployment.
  • Identifying market opportunities, shaping product-market fit, and continuously iterating on products based on user feedback and competitive landscape.
Research

Oakland University

Data Analytics Research Assistant

Jun 2025 – Sep 2025 Rochester, MI
  • Designing and executing NLP workflows on textual data using Python libraries to extract patterns and drive statistical analysis.
  • Performing preprocessing, tokenization, and entity recognition using NLTK/SpaCy to support linguistic analysis and data modeling tasks.
  • Applying regression and hypothesis testing in R and SPSS to evaluate variables and validate academic research hypotheses.
  • Building sentiment analysis and classification models on unstructured datasets to uncover behavioral insights and language-based predictors.
  • Developing dashboards and charts to visualize trends, support academic publications, and communicate findings to faculty and research collaborators.
  • Maintaining clean, version-controlled research code using Git, ensuring reproducibility, traceability, and collaborative workflow across research updates.
Analytics

Oakland University

Digital Advancement Ambassador

Sep 2024 – Apr 2025 Rochester, MI
  • Improved alumni engagement by 15% through data-driven outreach strategies using cleaned and optimized alumni datasets.
  • Processed and optimized 1,200+ records monthly, enhancing campaign targeting effectiveness and database accuracy.
  • Analyzed 150+ weekly alumni interactions to surface actionable insights and generate performance reports for campaign teams.
  • Managed end-to-end data lifecycle: collection, cleaning, categorization, and reporting to support institutional decision-making.
Mentoring

Oakland University

Academic Mentor

May 2024 – Jul 2024 Rochester, MI
  • Provided one-on-one academic mentoring to students in marketing management and personal branding, strengthening understanding of core concepts, strategic thinking, and problem-solving methodologies.
  • Supported students in applying marketing and branding frameworks to coursework projects, contributing to measurable improvements in academic performance.

Academic Service

Technical Reviewer  ·  IEEE ICAIMS 2026

Program Committee Reviewer, IEEE International Conference on Adaptive Intelligence, Modeling and Simulation (ICAIMS 2026).

2026 Current

Technologies

The tools and platforms behind the systems I build.

AI Systems & Autonomous Intelligence
Agentic AI Systems LLM Integration Agentic Memory Systems LLM APIs Prompt Engineering AI Orchestration RAG LangChain LLMOps IoT + AI
AI & Machine Learning
Natural Language Processing Deep Learning Reinforcement Learning Computer Vision PyTorch TensorFlow Hugging Face Scikit-learn XGBoost LSTM / GRU
Cloud & AI Infrastructure
AWS (AI/ML Services) Google Cloud Platform Docker CUDA AI Deployment Model Serving
BI & Analytics
Power BI Tableau Alteryx SAS Visual Analytics SPSS Advanced Excel
Programming & AI Development
Python SQL R PHP SAS
Data Engineering & Storage
MySQL MS SQL Server MS Access OLAP Systems ETL Pipelines SSRS

Certifications

Industry-verified credentials across AI, cloud, and data platforms.

AWS Certified AI Practitioner badge

AWS Certified AI Practitioner

January 2025

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AWS AI Practitioner Early Adopter badge

AWS Certified AI Practitioner Early Adopter

January 2025

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AWS Certified Cloud Practitioner badge

AWS Certified Cloud Practitioner

January 2025

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Tableau Desktop Specialist badge

Tableau Desktop Specialist

August 2024

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Google Cloud Digital Leader badge

Google Cloud Digital Leader

June 2024

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Google Cloud Computing Foundations Certificate badge

Google Cloud Computing Foundations Certificate

May 2024

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Python for Everybody certificate badge

Python for Everybody

July 2020

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SAS Academic Specialization in Analytics badge

SAS Academic Specialization in Analytics

Oakland University

View Credential

Projects

AI agents, machine learning, data science, and analytics — built and shipped.

ARIA — Adaptive Research Intelligence Assistant

ARIA — Adaptive Research Intelligence Assistant

Fully agentic AI assistant with function calling, session memory, 5-layer security, and a Vanilla JS widget. Beta v1 product from Panda Tech Bytes — live and deployed.

Cool Wheel Shipping Company Database

Cool Wheel Shipping Company Database & UI Design

Centralized shipping management system with relational database design, intuitive dashboard, strong data integrity, and scalable logistics operations support.

GitHub Video
Analyzing Amazon Reviews

Analyzing Amazon Reviews for Helpfulness

Consumer electronics review analysis using psycholinguistic features, sentiment, humor, and sarcasm to predict helpfulness with NLP and ML models.

Dashboard
US Energy Consumption and Production

US Energy Consumption and Production

74-year US energy data analysis with 5-year forecasting using ARIMA, SARIMA, RNN, LSTM, GRU, and XGBoost models.

Dashboard
Exploring Globe Happiness

Exploring Globe Happiness

Analyzing global happiness factors using data modeling in R and Python, including predictive modeling and statistical analysis.

Dashboard
Ford Cars Price Prediction

Ford Cars Price Prediction

Predictive modeling for Ford resale pricing using Random Forest, integrated into a web dashboard for data-driven dealer decisions.

Forecasting Netflix Stock Price

Forecasting Netflix Stock Price

Forecasting Netflix stock price and volume over a 3-month horizon for short-term investment insights using SAS.

Real-Time Disaster Management System

Real-Time Disaster Management System

Simulate disaster management project demonstrating coordination, real-time monitoring, and project management skills.

REXUS Data Analysis

REXUS Data Analysis

Excel VBA app streamlines U.S. government property management with Tableau-integrated data insights and reporting.

Superstore Data Analysis

Superstore Data Analysis

Data warehouse, ETL, SQL, and Power BI for retail insights — identifying profit trends, segment performance, and regional patterns.

Mask Detection System

Mask Detection System

IoT system using computer vision to detect face mask compliance in public spaces, with real-time occupancy monitoring.

Decentralized Banking Application

Decentralized Banking Application

Secure, decentralized banking app leveraging blockchain and smart contracts to reduce fraud and eliminate intermediaries.

Text Analytics using Subjective Summarization

Text Analytics using Subjective Summarization

Sentiment-based e-commerce review summarization system providing concise, actionable insights for buyers and sellers.

Mental Health Trends Analysis

Trends in Mind: Mental Health Analysis

Monitoring mental health trends across 20 countries (2000–2018), identifying key disorders and informing evidence-based strategies.

Publications

Peer-reviewed research published on ResearchGate.

Mask Detection System publication

Mask Detection System

IoT system that detects face mask compliance in public spaces to support COVID-19 safety regulations.

View on ResearchGate
Decentralized Banking Application publication

Decentralized Banking Application

Decentralized banking application using blockchain technology to securely exchange digital currency via smart contracts.

View on ResearchGate

Get in Touch

Open to AI engineering, research collaborations, and global remote opportunities. I respond the same day.

Let's connect

Whether you have a project in mind, want to discuss data science, or are looking for a collaborator — I'd love to hear from you.