Manidedeepya Chennapragada
Hi, I'm Manidedeepya, an AI/ML Engineer with over 4 years of experience in building and deploying scalable machine learning systems.
About
Hi, I’m Manidedeepya, an AI/ML Engineer with over 4 years of experience in building and deploying scalable machine learning systems. I specialize in large language models, generative AI, and real-time recommendation engines. I’m passionate about leveraging AI to drive automation, improve performance, and ensure fairness and transparency in production environments.
I enjoy collaborating across teams to develop innovative AI solutions that power ad platforms and financial applications. Whether it’s fine-tuning LLMs, building vision diffusion models, or designing scalable inference pipelines, I thrive on solving complex problems and delivering impactful AI technologies.
- 4 years' experience
- Joined August 2025
Industry experience
- Software & Internet
- Financial Services
- Professional Services
- Media & Entertainment
More experts in San Francisco, United States
Work experience
Developed and fine-tuned large language models using PyTorch and LLaMA 2/3 to enhance generative ad copy, boosting click-through rates by 11%. Built and deployed vision diffusion models for image background generation and animated video creatives, increasing ad engagement by 13% and accelerating ad delivery by 60%. Conducted research and prompt-tuning experiments improving ad copy relevance by 9%. Engineered real-time ad recommendation models using deep neural networks and reinforcement learning, contributing to a 7.6% conversion rate lift. Designed scalable inference pipelines with ONNX, TorchScript, achieving sub-100ms latency supporting 10M+ daily requests. Led canary deployments and A/B tests validating 5%+ uplift at production scale. Integrated multi-modal pipelines increasing platform engagement by 8%. Developed real-time scalable data pipelines and monitoring dashboards. Collaborated cross-functionally to implement AI watermarks and safety filters, reducing unsafe events by 35%.
Developed and deployed credit risk models reducing loan default rates by 23%. Designed NLP pipelines for financial document classification improving compliance accuracy by 30%. Built real-time fraud detection systems processing millions of transactions daily, reducing fraud loss by 40%. Automated ML lifecycle cutting deployment time from 2 weeks to under 48 hours. Developed explainable AI workflows for transparency and compliance with regulatory guidelines. Led AI-powered chatbot deployment achieving 90% query resolution accuracy. Collaborated in Agile teams delivering scalable AI solutions supporting $50M+ portfolios. Created predictive analytics dashboards improving executive decision-making. Integrated ML models with enterprise systems reducing manual reporting. Spearheaded Responsible AI initiatives to audit and reduce bias in lending models.
Education
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