🚀 AI & Machine Learning Leader | VP at MSCI | Driving Business Transformation with LLMs | 🏆 Winner of Multiple Hackathon Challenges. 💡 Passionate about pushing AI and ML boundaries, I lead transformative initiatives at MSCI. I spearhead the adoption of LLMs, LLMOps, Advance prompt engineering techniques, revolutionizing equity and ESG domains. My contributions include: 1️⃣ Large Language Models (LLMs): Implementing GPT3.5, GPT4, PaLM (Bison) at scale. Developing LLMOps framework for evaluation and deployment. Optimizing information extraction from diverse sources. 2️⃣ Advanced NLP Frameworks: Upgrading NLP infrastructure with scalable annotation tools and distributed computing. Employing MLOps for improved model performance. 3️⃣ Data Extraction and Validation: Pioneering entity extraction from key documents. Establishing data store for fundamental data extraction from reports. Addressing validation challenges. I excel in developing innovative AI products. Notable projects include: 📚 Text AI: Comprehensive ML NLP tool for text analysis. Supports BERT with BiLSTM, text classification, sentiment analysis, topic modeling, and entity recognition. 🖼️ Vision AI: Versatile ML tool for image processing. Offers image ingestion, pre-processing, augmentation, classification, segmentation, and object detection. 🗣️ Speech AI: All-in-one ML tool for speech recognition. Enables speaker diarization, acoustic modeling, language modeling, punctuation, and domain-specific audio training. 🌟 Let's connect to drive AI innovation and leverage LLMs and advanced techniques for unparalleled business value! 💪🚀