Scientific workshop "Big Data Analytics"

h1. Seminar "Big Data Analytics"

h2. Schedule 2017, spring

Wednesday, 18:15, cab 5205 NSU new building

h3. March, 2017

|9||

|15, #1549 |Videolecture from *Yann LeCun*. #1549|

|22, #1557 |*Pakulich, Dmitry*. Skull surface restoration by Neural Networks for Cranioplastic.

*Gusev, Petr*. Tool for scholars to study machine learning in images. |

|29, #1578 |*Dorozhko, Anton*. Reinforcement learning: a brief review.

*Laptev, Vlad*. Tool for scholars to study text mining.|

h3. April, 2017

|5, #1584 |*Lukash, Arina*. Using deep learning for paronym resolution (in Russian).

*Firsov, Artemiy*. Team management presentation.|

|12, #1592|*Istomin, Michael*. Optimization of algorithm of binary convolution for ARM processors (in Russian).

*Nikolenko, Nikita*. FRIS - censoring of training sample for images in the task of neural network faces recognition (in Russian).|

|19, #1601|*Firsov, Artemiy*. Report on Frontiers of Massive Data Analysis, Chapter 4 TEMPORAL DATA AND REAL-TIME ALGORITHMS (1/2 real-time data storage)

-*Illarionov, Boris*. Report on Frontiers of Massive Data Analysis, Chapter 6-|

|26, #1609|*Beloglazov, Dmitry*. Machine Learning tasks for Music Composing. Several topics for master's capstone project.

*Firsov, Artemiy*. Report on Frontiers of Massive Data Analysis, Chapter 4 TEMPORAL DATA AND REAL-TIME ALGORITHMS (2/2 real-time algorithms)

*Illarionov, Boris*. Report on Frontiers of Massive Data Analysis, Chapter 6|

h3. May, 2017

|3, #1630|-*Prokopchik, Konstantin*. Report on Frontiers of Massive Data Analysis, Chapter 9 HUMAN INTERACTION WITH DATA.-

*Frolov, Ilja*. Report on Frontiers of Massive Data Analysis, Chapter 7 BUILDING MODELS FROM MASSIVE DATA.|

|17, #1632|*Nemchaninov, Alexander*. Reinforcement learning by combining logics and NN.

*Prokopchik, Konstantin*. Report on Frontiers of Massive Data Analysis, Chapter 9 HUMAN INTERACTION WITH DATA.|

|24, #1633|*Raghuwanshi, Vipul*. Report on Frontiers of Massive Data Analysis, Chapter 8 Sampling and massive data.|

h2. Schedule 2017, autumn

Wednesday, 18:15, cab 5205 NSU new building

h3. December, 2017

|6, #1919|*Sivaswamy Akilesh*. Research topic.

*Sheng Leyuan*. Research topic.

*Nachyn Alexander*. Research topic.|

|12, #1927|-*Firsov, Artemiy*. Research topic: Revealing research institutes and their interactions: a case study of miRNA research.-

-*Frolov, Ilya*. Related work: Разработка системы аналитики мобильных приложений.-

*Gusev, Petr*. Research topic: Алгоритмы решения задачи об (r,p) центроиде на плоскости в метрике l1.

*Zubkov, Andrey*. Research topic: Motivation(Curiousity)-driven machine learning and AI self-reflection level.

-*Illarionov Boris*. Research topic: System development for brain fitness technology based on audio-visual-tactile brain stimulation.-|

|20, #1937|*Raghuwanshi, Vipul*. Research topic: Transfer learning with cluster ensembles.

-*Malysheva Anastasia*. Research topic: The development and research of the prediction methods for time series obtained by the combination of different patterns.-

*Tussupova Madina*. Research topic: Development of storage and analysis methods of multidimensional and heterogeneous data in parallel systems focused on the use of analytical streaming tools.

*Marinov Andrey*. Research topic: Brain rest networks analysis with machine learning.

*Muliukov Artem*. Research topic: Acceleration of the solution of parametric inverse problem by constructing a hierarchical structure of a pre-computed modeled signals database.

*Firsov, Artemiy*. Research topic: Revealing research institutes and their interactions: a case study of miRNA research.|

|27, #1938|*Pinzon, Juan*. Research topic: Sentiment analysis.

*Kurochkin Evgeniy*. Research topic: Semantic contract development: from logic formula to program.

*Luchkina Alexandra*. Research topic: Semantic contract development: from document to formula.

*Fishman Daniil*. Research topic: Genome.

-*Frolov, Ilya*. Related work: Разработка системы аналитики мобильных приложений.-

-*Illarionov Boris*. Research topic: System development for brain fitness technology based on audio-visual-tactile brain stimulation.-

-*Malysheva, Anastasia*, Research topic:.-

-*Gyamerah, Seth*. Research topic:.-

-*Sambasivan, Nithin*. Research topic:.-

-*Startsev, Konstantin*. Research topic:.-

-*Prokopchik, Konstantin*. Research topic:.-|

h3. January, 2018

|20, #1939|*Sergeev Artem*. Research topic: Determination of emotional context of text messages in social networks.

*Frolov, Ilya*. Research topic: Development of an analytics system for mobile applications.

*Prokopchik, Konstantin*. Research topic: A Music Generation System.

*Illarionov Boris*. Research topic: System development for brain fitness technology based on audio-visual-tactile brain stimulation.

*Gyamerah Seth*. Research topic: Financial forecasting using Elliott waves and Hurst cycles approach.

*Sambasivan, Nithin*. Research topic: Study of relationships in social networks.|

h2. Schedule 2018, spring

Wednesday, 18:15, cab 5205 NSU new building

h3. February, 2018

Related work

|15, #|Goals and motivation of participating in seminar.|

|20, #||

h3. March, 2018

Related work

|1, #1964|*Sivaswamy, Akilesh*. Review on multimodal machine learning: A Survey and taxonomy|

|6, #1971|*Bomshtein, Yulia*. Public speech training.|

|15, #|*Marinov Andrey*. Related work.

*Zubkov Andrey*, Information modeling of consciousness.|

|22, #||

|29, #||

*Kaggle teams*:

1) *Dream Crackers*: Petr Gusev, Anastasia Malysheva, Andrey Marinov, Juan Pinzon

Challenge: https://www.kaggle.com/c/data-science-bowl-2018

Deadline: April 16, 2018 - Final submission deadline.

2) No name: Markelov Klim, Poteshkin Vitaly, Fishman Daniil, Sergeev Artem, Gyamerah Seth

Challenge: https://www.kaggle.com/c/landmark-recognition-challenge

Deadline: May 22, 2018 - Final submission deadline.

3) *Joy Corps*: Konstantin Startsev, Leyuan Sheng, Madina Tussupova, Artem Mulyukov.

Challenge: https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge

Deadline: March 20, 2018 - Final submission deadline.

4) *Team-A*: Evgeniy Kurochkin, Aleksandra Luchkina.

Challenge: https://www.kaggle.com/c/talkingdata-adtracking-fraud-detection

Deadline: May 7, 2018 - Final submission deadline.

h2. Schedule 2018, fall

Thursday, 18:10, cab 5273 NSU new building

h3. September, 2018

1. 2nd year students coursework pre-defence: (1) #2008, (2) 14.09.2018.

2. Scientific advisors presentations: https://trello.com/b/ZlMTMsS8/bdaai-scientific-topics

# Taylakov D.

# Savostyanov A.N.

# Duchkov A.

# Golovin S.

# Pavlovskiy E.

# Kohanovskiy A.

# Sviridenko D.

# Redyuk A.

# Vityaev E.

h3. October, 2018

|18, #2028|Planning the semester|

|25, #|*Klim Markelov*, Capsule NN

*Andrey Zubkov*, Dynamic Word Embeddings https://arxiv.org/abs/1804.07983

*Vitaly Poteshkin*, MixUp

Planning the semester|

h3. November, 2018

|1, #|*Petr Gusev*. ResNet, ResNeXt K. He, X. Zhang, S. Ren, and J. Sun. Deep Residual Learning for Image Recognition. In CVPR, 2016

*Anastasia Malysheva*, Variational Autoencoders

*Anik Chakrabarthy*. Quantum Semantics

~~25 min slot~~|

|8, #|*Akilesh Sivawamy*, Mobile NN.

*Lee Wonjai*. Bayesian CDF

*Polina Potapova*, XNOR-Net, https://arxiv.org/pdf/1603.05279.pdf

~~25 min slot~~|

|15, #|*Ravi Kumar*, Deep Learning in Mobile and Wireless Networks: a Survey

*Munjaradzi Njera*, Attentioned based LSTM

*Juan Fernando Pinzon Correa*, Rapids AI

~~25 min slot~~|

|29, #|*Roman Kozinets*, Siamese NN

*Omid Razizadeh*, tSNE

*Jetina Tsvaki*, Natural language based financial forecasting: a survey

*Owen Siyoto*, Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network|

h3. December, 2018

|3, #|*Leyuan Sheng*, CycleGAN

*Tagirova Elizaveta*. LIME (local interpretable model-agnostic explanations) https://arxiv.org/pdf/1602.04938v1.pdf

*Luchkina Anastasia*, Sobolev Training

~~25 min slot~~|

|10, #|~~25 min slot~~

~~25 min slot~~

~~25 min slot~~

~~25 min slot~~|

|17, #|~~25 min slot~~

~~25 min slot~~

~~25 min slot~~

~~25 min slot~~|