👋 Hi, I'm Anant Tripathi

Machine Learning Engineer | Senior Data Scientist | Generative AI & MLOps | Marketing Analytics & Product Optimization

Transforming data into actionable insights with AI/ML, specializing in Generative AI, Marketing Mix Modeling, and scalable data solutions.

Anant Tripathi

About Me

Machine Learning Engineer & Senior Data Scientist with a proven track record of delivering scalable AI systems, GenAI solutions, and enterprise-grade predictive models that directly improve business growth, marketing ROI, and product performance.

I specialize in end-to-end ML development—from problem framing and data engineering to deployment and continuous monitoring. My work blends advanced analytics, software engineering, and business strategy to ensure every model is not only accurate, but explainable, optimized, and actively used in production. I thrive in high-speed product environments where AI is more than an experiment—it's a growth engine.

Over the years, I've built solutions across diverse domains: Generative AI & LLMs with retrieval-augmented generation and AI assistants, Marketing & Product Analytics including marketing mix modeling and experimentation, MLOps & Deployment with CI/CD pipelines and API-first architectures, and Predictive Intelligence for demand forecasting and operational optimization.

My technical achievements include successfully training and integrating Large Language Models using Azure OpenAI, engineering custom optimization algorithms for marketing analytics, and delivering solutions for major healthcare and pharmaceutical organizations. I've consistently driven significant performance improvements, achieving 72% reduction in execution time and 63% decrease in memory consumption through algorithmic innovation.

As a technical leader, I excel at stakeholder collaboration and translating complex models into clear business outcomes. I've trained 70+ professionals in machine learning, Python, SQL, and optimization strategies, building robust data science capabilities across teams. My approach combines rigorous technical execution with strategic product thinking—ensuring that every AI solution delivers measurable value and scales effectively in production environments.

25+
Projects Delivered
70+
Employees Trained
72%
Execution Time Reduced
63%
Memory Optimized

Growth Path

June 2024 – Present

Project Leader – Data Science

Axtria - Ingenious Insights

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April 2023 – May 2024

Senior Associate – Data Science

Axtria - Ingenious Insights

📈
April 2022 – March 2023

Associate – Data Science

Axtria - Ingenious Insights

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July 2021 – March 2022

Analyst – Data Science

Axtria - Ingenious Insights

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Experience

Project Leader — Data Scientist

Axtria – Ingenious Insights August 2021 – Present Bengaluru, Karnataka, India
  • Trained and integrated Generative AI models: Successfully integrated LLMs using Azure OpenAI, delivering text-based and visual insights from module outputs.
  • Led team to secure major US healthcare brands: Managed team deliverables for multiple product enhancements that secured major clients and drove product adoption.
  • Developed advanced Marketing Mix Optimization algorithms: Engineered custom algorithms including LODR curve gradients with COBYLA and SLSQP optimization. Delivered 25+ projects establishing these as primary optimization techniques.
  • Built dynamic marketing analytics assets: Utilized linear regression, hierarchical modeling, segmentation, and early adopter prediction to enhance HCP targeting for new drug launches.
  • Managed 10 projects simultaneously: Delivered concurrent projects (typical load 2-3), reducing execution time by 25% and memory consumption by 63%.
  • Performed A/B testing: Designed and executed A/B tests for feature validation, improving product experience and business outcomes.
  • Provided internal training: Trained 70+ employees in Python, SQL, marketing mix modeling, and optimization strategies.
  • Migrated R to Python: Independently migrated and optimized 6000+ line codebase, improving performance and scalability.
  • Created custom greedy algorithm: Improved asset stability and reduced execution time by 72%.

Skills & Competencies

Core Competencies

Machine Learning
Generative AI
LLM & RAG
Marketing Mix Modeling
Optimization Algorithms
Predictive Analytics
Data Mining
Team Leadership
Agile Project Management
Prompt Engineering

Technical Skills

Languages

Python R Programming SQL

AI/ML Frameworks

TensorFlow PyTorch Keras Scikit-Learn XGBoost LlamaIndex

Data & Analytics

NumPy Pandas SciPy NLTK Seaborn

Cloud & Tools

AWS GCP Azure OpenAI Databricks Snowflake Power BI

DevOps & Version Control

GitHub Bitbucket JIRA JupyterHub KNIME

Awards & Recognition

Right Brigade Award

Exemplary display of RIGHT values: Responsiveness, Integrity, Get going, Humble, Team Player

Bravo Award

High-quality work, exemplary performance, and strong client appreciation

Deeplearning.ai Certifications

Multiple certifications in ML, Deep Learning, GenAI, LLMs, and Statistics

Education

The University of Texas at Austin

Post Graduate Program in Artificial Intelligence & Machine Learning

Feb. 2025 – Feb. 2026

Austin, Texas, USA

IIIT Bangalore

Post Graduate Programme in Applied AI and Agentic AI

Jan 2025 – July 2025

Bangalore, India

Deakin University

Master of Science in Artificial Intelligence

2025 – 2027

Australia

Birla Institute of Technology and Science, Pilani

B.E. & M.Sc. (Integrated) in Electrical and Electronics

Aug. 2016 – May 2021

Pilani, Rajasthan, India

Projects

A selection of ML, GenAI, MLOps, and data science work—from RAG systems and agentic AI to predictive maintenance and medical imaging.

Get In Touch

I'm always open to discussing new projects, creative ideas, or opportunities to be part of your visions.

Send a Message

Download My Resume

Get a detailed overview of my experience and qualifications

LinkedIn

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Location

Bengaluru, Karnataka, India