With a rich background in machine learning, particularly with your niche requirement of Zero-shot Learning models, I can assure you I have the expertise to make this project a resounding success! Over the past 5 years, I've focused on diverse projects like Real-time object Detection Tracking and Counting, Object Recognition and Clothes Neural Style Transfer which align well with your needs. In addition, I'm highly experienced in various aspects of data handling, including preprocessing and feature engineering of image data.
My flair for selecting the most appropriate model for specific tasks has received accolades from clients and employers alike. In this project, I will leverage my skills in data processing, data science, and machine learning to clean and curate the dataset as per your needs and select an efficient model for training. Given the volume of samples (1,000 - 10,000), my proficiency at handling moderate-sized datasets stands out as a strong suit.
Deviation from deadlines is simply not a part of my work ethic; as my past record attests, I ensure projects are delivered on time with zero compromise on quality. So if you're looking for someone who can understand your project extensively, provide dynamic solutions and an amazing team player you can rely on for emergency modifications too, look no further. Let's begin your Zero-shot Learning Model journey together!