The Center for Computational Engineering and Networking (CEN), Amrita Vishwa Vidyapeetham, iorganized a three-day workshop on DeepChem 2017 - Deep Learning & NLP for Computational Chemistry, Biology & Nano-materials, from December 22-24, 2017.
About DeepChem 2017
The AIBio (Artificial Intelligence for Biology) group in the Computational Engineering and Networking (CEN) department at Amrita Vishwa Vidyapeetham organized the workshop. The workshop covered topics such as Deep learning and Natural language processing (NLP) towards the applications in the field of Computational Chemistry, Biology & Nano-materials. The main aim of this workshop was to share the ideas of on-going research and exploratory topics, leading to possible collaborations between CEN faculty, Ph.D. research scholars, and students.
The aim of this workshop was to bring together researchers and practitioners working in deep learning, Computational chemistry, Biology & Nano-materials, from academia and industry. The primary target audience of the workshop is Mtech students, research scholars, and faculty. The workshop also had an interactive session, with a free exchange of ideas, views, and comments.
Program
Venue: CEN Class Room
| Schedule | Speaker | Title of the Talk |
|---|---|---|
| Dec-22,9.00 AM-1.00 PM | Dr. Soman K. P. Mr. Vijay Krishna Menon |
Introduction to Machine learning and Deep learning |
| 2.00 PM-3.30 PM | Mr. Vijay Krishna Menon | Practicals session on "Machine learning and Deep learning in Computational chemistry" |
| 3.45 PM-5.00 PM | Dr. M. Anand Kumar Barathi Ganesh H. B. |
Basics of Word-vector in NLP and its application in Bioinformatics |
| 3.45 PM-5.00 PM | Dr. M. Anand Kumar Barathi Ganesh H. B. |
Practical session on "NLP in representation of biological sequence for applications of deep learning in proteomics and genomics" |
| Dec-23,9.00 AM-1.00 PM | Dr. Prashanth Athri Dr. Sarith P Sathian Mr. Vijay Krishna Menon Sowmya V. |
Introduction to Computational Chemistry and Bioinformatics Introduction to Computational material science Bio-medical image processing using Convolutional neural networks |
| 2.00 PM-5.00 PM | Vinayakumar R. Barathi Ganesh H. B. |
Practical Session on "Deep learning for data-driven automatic chemical design" |
| Dec-24,9.00 AM-5.00 PM | Vinayakumar R Barathi Ganesh HB Dr. E. A. Gopalakrishnan Mr. Vijay Krishna Menon |
Advanced Deep Learning and applications Quantum chemical descriptors and machine learning applications |
| Frameworks: TensorFlow, Theano, Keras, Scikit-learn, Lasagne, nolearn Programming languages: Python and Java Packages: Numpy, Scipy, Pandas, Matplotlib, t-SNE, Gensim deepchem, DragoNN, deep variant |
||
|
Tuesday, April 17, 2018 - 00:00
|
