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2 – Day Workshop on Machine Learning: Hands on with Python / Matlab at C-DAC Technopark Campus- Register Now

TechnoparkToday.com>> Centre for Development of Advanced Computing (C-DAC), the premier R&D organization of the Ministry of Electronics and Information Technology (MeitY), Govt. of India, for carrying out R&D in IT, Electronics and associated areas. The Knowledge Resource Centre (KRC) at CDAC Trivandrum announced a 2 – Day Workshop on Machine Learning- Hands on with Python / Matlab at C-DAC Technopark Campus on July 5 to6, 2019.

Machine Learning is one of the essential fundamentals required to step into the rapidly emerging and upcoming era of Artificial Intelligence (AI). Data processing requires “computational thinking” and is essential to have hands-on experience in using computational tools for problem solving. This workshop aims to explore the recent development and various machine learning and deep learning based security approaches in the field of cyber security. The workshop will be an ‘eye-opener’ to build the computational skills required for machine learning.

Schedule

DAY 1

09:30 AM to 10:00 AM: Overview of Machine Learning and the current & future area of Artificial Intelligence (AI)

10:00 AM to 11:00 AM: Basics of Linear Algebra required for Machine Learning

11:15 AM to 01:00 PM: Classical machine Learning Algorithms: Linear Regression, Logistic Regression, Naïve Bayes, Decision Tree, Ransom Forest, Ada Boost, Random Kitchen Sink (RKS) and Support Vector Machines (SVM) for 1-D data classification

02:00 PM to 05:00 PM: Introduction to Neural Networks, Fundamental concepts of Deep Learning, 1D and 2D Convolutional Neural Networks for Classification (hands-on with Tensorflow/Keras), Recurrent Neural Network, Long Short-Term Memory, Gated Recurrent Unit

DAY 2

09:30 AM to 11:00 AM: Reinforcement Learning

11:15 AM to 01:00 PM: Intrusion Detection: Applying classical Machine Learning algorithms and Deep Learning, Generative Adversarial Network, Large Scale Learning

02:00 PM to 04:00 PM: Email Spam Detection: Applying classical Machine Learning and Deep Learning architectures such as Bidirectional RNN, Bidirectional GRU and Bidirectional LSTM with text representation of NLP

04:00 PM to 05:00 PM: Malware Analysis: Applying classical Machine Learning and Deep Learning architectures such as CNN, CNN-RNN, CNN-LSTM and CNN-GRU with Image Processing.

Speakers

Dr. Mamoun Alazab,  Dr. Sowmya V, Mr. Vinayakumar R

Registration & Fee Details

Registration start date:  24 June 2019Registration end date: 03 July 2019

Registration will be on first-cum first-serve basis

Students Rs 1500/-, Professionals Rs 3000/-

The payment can be made by Demand Draft in favour of C-DAC, Thiruvananthapuram.

                                            OR

The account details of C-DAC for on-line transfer of training fee are as given below

Account Name: C-DAC

Account No: 67211025087

Bank Name: State Bank of India

Bank Branch: Technopark, Thiruvananthapuram

IFSC Code: SBIN0070737

Venue: https://goo.gl/maps/xWds2vgN2Jy

Contact Details

Workshop Coordinator: Sajini T

9895986314 / 8547882754  

0471-2781500 (Ext: 219)

Email: [email protected]

T

       

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