What will Clinical Research Look Like in 5, 10, 20 Years? Are We Heading to Heaven, Hell or Purgatory? Part 3 of 4

The following is the third installment of the excerpted panel discussion, “Future Visions: Are We Heading to Heaven, Hell or Purgatory?,” that Saama Technologies’ Chief Strategy Officer Sagar Anisingaraju participated in on October 28 at MAGI’s Clinical Research Conference – 2019 West, in Las Vegas. The discussion was moderated by Jonathan Zung, Ph.D., member of Saama’s Clinical Board of Advisors and EVP, WCG.

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2 Key Ways in Which Blockchain Can Enable Pharmaceutical Manufacturing and Supply Chain

Building on the advantages of blockchain technology, Tushar Sinkar take a step forward to discuss ways in which blockchain can enable Pharmaceutical Manufacturing and Supply Chain. He presents use cases to establish blockchain’s ability to combat counterfeit drug production and its contribution in Autologous Therapy, which requires a high level of confidentiality, integrity and availability.…

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Attention Mechanism: Benefits and Applications

Recurrent Neural Networks (RNNs) are powerful neural network architectures used for modeling sequences. LSTM (Long Short Term Memory) based RNNs are surprisingly good at capturing long-term dependencies in the sequences. A barebones sequence-to-sequence/encoder-decoder architecture performs incredibly well in tasks like Machine Translation. A typical sequence-sequence architecture consists of an encoder and a decoder RNN. The…

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Blockchain in Drug Discovery and Development

The uses and application of blockchain technology are vast and far-reaching. In this article, Tushar Sinkar explores some blockchain uses that can be applied for drug discovery and development, such as eliminating data tampering and ensuring IP protection, among other uses.

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Privacy and Machine Learning: Concerns and Possible Solutions

AI and its applications are here to stay, even if they bring with them new challenges, as their advantages seem to outweigh the risks. However, in the light of latest controversies and concerns over privacy breach by social companies, the efforts to ensure privacy of users need to be redoubled. Arjun Bahuguna discusses the solutions that manage the vulnerabilities of machine learning and instead leverages its strength to guard information privacy.

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Disruptive Innovation of Blockchain and Evolution of Pharmaceutical Ecosystem in Data Integrity and Transparency

An interconnected ecosystem is the need of the hour in the pharmaceutical world, where it is more important than ever to enable sharing of information among patients, researchers, and manufacturers and supply chain organizations. However, sharing entails risk to data security. Tushar Sinkar discusses the merits of using blockchain to solve the data security issue and facilitate easy sharing of information.

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