A data scientist and python software developer with more than 4 years of experience in implementing machine learning models, dealing with big data frameworks and crawling/scraping the web for data
Ahmed did an impeccable job. He made the necessary changes quickly, highlighting availability and efficiency. I will certainly continue to rely on him in the future for other projects.
We've used Ahmed three times now and he does an amazing job every time! He asks good questions and helped us clarify the project. He is amazing with Big Data and makes it look easy. He went above and beyond when we realized we needed to adjust something and we will continue to use him. He's the best example of Freelancer Excellence.
Comparative Study of Visual Question Answering Algorithms
IEEE
In this study, we compare the performance of state of the art VQA algorithms on different VQA benchmarks. Each benchmark is more effective at testing VQA algorithms on different levels. Some datasets challenge the algorithms to perform complex reasoning steps to arrive to an answer. Other datasets might challenge algorithms to retrieve external world knowledge to answer the posed questions. We categorize the algorithms by their main contributions into 4 categories.
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