To Whom It May Concern, I am writing to recommend Aishwarya Pirankar for any research position in the field of Artificial Intelligence and Machine Learning. I had the pleasure of working with Aishwarya during her time as a student at NMIMS Global Access School, Mumbai. Aishwarya is a highly skilled and enthusiastic computer vision developer with a strong background in Python, R, and Javascript programming, SQL, NoSQL (MongoDb), Docker, and Tableau. She is a problem solver, team player, and has excellent communication abilities. Aishwarya's research work is outstanding, and she has completed several projects that demonstrate her expertise in Artificial Intelligence and Machine Learning. Her Master Dissertation Project on Coffee Crop Disease Detection using Feature Extraction with CNN is a testament to her research skills. She created Convolutional Neural Network models from scratch as well as using Transfer Learning approach using ensemble technique. She also extracted features from CNN Keras model and performed classification using Machine learning algorithms. She developed and hosted a Streamlit application to provide a user interface which displayed Healthy, Rust, and Red Spider Mite coffee crop predictions. Aishwarya's leadership and volunteer experience is also impressive. She co-founded Data Science Meets Cybersecurity Blogs and authored several blogs on Navigating the World of Data Engineering, Visualizing Data and its application in cybersecurity, and TV series and Movies for Data Science Enthusiasts. She also served as the Head of Social Media Team for the 'IGNITE-2019' event and managed photography and content creation for social media. She volunteered to help and guide senior citizens to learn the basics of the computer at the 'NETIZEN-2019' event. As a DevOps bootcamp instructor for a one-week program at NMIMS Mumbai, I had the opportunity to work with Aishwarya closely. She demonstrated excellent problem-solving skills and was a great team player. She was always eager to learn and share her knowledge with others. I highly recommend Aishwarya Pirankar for any research position in the field of Artificial Intelligence and Machine Learning. She is a dedicated and hardworking individual who is always eager to learn and make a positive impact on the world. Sincerely, Alok Tiwari, Assistant Professor, uGDX School of Technology, ATLAS SkillTech University, BKC, Mumbai

To Whom It May Concern, I am writing to recommend Aishwarya Pirankar for any research position in the field of Artificial Intelligence and Machine Learning. I had the pleasure of working with Aishwarya during her time as a student at NMIMS Global Access School, Mumbai. Aishwarya is a highly skilled and enthusiastic computer vision developer with a strong background in Python, R, and Javascript programming, SQL, NoSQL (MongoDb), Docker, and Tableau. She is a problem solver, team player, and has excellent communication abilities. Aishwarya's research work is outstanding, and she has completed several projects that demonstrate her expertise in Artificial Intelligence and Machine Learning. Her Master Dissertation Project on Coffee Crop Disease Detection using Feature Extraction with CNN is a testament to her research skills. She created Convolutional Neural Network models from scratch as well as using Transfer Learning approach using ensemble technique. She also extracted features from CNN Keras model and performed classification using Machine learning algorithms. She developed and hosted a Streamlit application to provide a user interface which displayed Healthy, Rust, and Red Spider Mite coffee crop predictions. Aishwarya's leadership and volunteer experience is also impressive. She co-founded Data Science Meets Cybersecurity Blogs and authored several blogs on Navigating the World of Data Engineering, Visualizing Data and its application in cybersecurity, and TV series and Movies for Data Science Enthusiasts. She also served as the Head of Social Media Team for the 'IGNITE-2019' event and managed photography and content creation for social media. She volunteered to help and guide senior citizens to learn the basics of the computer at the 'NETIZEN-2019' event. As a DevOps bootcamp instructor for a one-week program at NMIMS Mumbai, I had the opportunity to work with Aishwarya closely. She demonstrated excellent problem-solving skills and was a great team player. She was always eager to learn and share her knowledge with others. I highly recommend Aishwarya Pirankar for any research position in the field of Artificial Intelligence and Machine Learning. She is a dedicated and hardworking individual who is always eager to learn and make a positive impact on the world. Sincerely, Alok Tiwari, Assistant Professor, uGDX School of Technology, ATLAS SkillTech University, BKC, Mumbai

To Whom It May Concern, I am writing to recommend Aishwarya Pirankar for any research position in the field of Artificial Intelligence and Machine Learning. I had the pleasure of working with Aishwarya during her time as a student at NMIMS Global Access School, Mumbai. Aishwarya is a highly skilled and enthusiastic computer vision developer with a strong background in Python, R, and Javascript programming, SQL, NoSQL (MongoDb), Docker, and Tableau. She is a problem solver, team player, and has excellent communication abilities. Aishwarya's research work is outstanding, and she has completed several projects that demonstrate her expertise in Artificial Intelligence and Machine Learning. Her Master Dissertation Project on Coffee Crop Disease Detection using Feature Extraction with CNN is a testament to her research skills. She created Convolutional Neural Network models from scratch as well as using Transfer Learning approach using ensemble technique. She also extracted features from CNN Keras model and performed classification using Machine learning algorithms. She developed and hosted a Streamlit application to provide a user interface which displayed Healthy, Rust, and Red Spider Mite coffee crop predictions. Aishwarya's leadership and volunteer experience is also impressive. She co-founded Data Science Meets Cybersecurity Blogs and authored several blogs on Navigating the World of Data Engineering, Visualizing Data and its application in cybersecurity, and TV series and Movies for Data Science Enthusiasts. She also served as the Head of Social Media Team for the 'IGNITE-2019' event and managed photography and content creation for social media. She volunteered to help and guide senior citizens to learn the basics of the computer at the 'NETIZEN-2019' event. As a DevOps bootcamp instructor for a one-week program at NMIMS Mumbai, I had the opportunity to work with Aishwarya closely. She demonstrated excellent problem-solving skills and was a great team player. She was always eager to learn and share her knowledge with others. I highly recommend Aishwarya Pirankar for any research position in the field of Artificial Intelligence and Machine Learning. She is a dedicated and hardworking individual who is always eager to learn and make a positive impact on the world. Sincerely, Alok Tiwari, Assistant Professor, uGDX School of Technology, ATLAS SkillTech University, BKC, Mumbai