Darshil K.

Personal Projects 1) Reinforcement Learning-Based Gujarati Duha Poetry Game Technology: Markov Decision Process (MDP), Q-Learning Developed an engaging game based on Gujarati Duha poetry. Players are presented with a stanza missing one word and must choose the correct word from multiple options. Implemented reinforcement learning with Q-learning, enabling the game to improve over time based on user interactions. 2) Empowering Authenticity Technology: Generative Adversarial Networks (GANs) Built a system to detect fraudulent images in the era of advanced image editing tools. Ensured the integrity of visual content by leveraging ancient Gujarati datasets for region-specific image authenticity detection. 3) Gujarati BERT Model Technology: BERT, NLP Developed and fine-tuned a BERT model for the Gujarati language. Focused on tasks such as Next Sentence Prediction (NSP) to enhance natural language processing capabilities for Gujarati text.