ESSO - Indian National Centre for Ocean Information Services

(An Autonomous Body under the Ministry of Earth Sciences, Govt. of India)
Home ITCOocean short course on Data Science and AI

A short course on Data Science and AI
on 16 – 23 February, 2023,
Organized by
International Training Centre for Operational Oceanography (ITCOocean),
INCOIS, Hyderabad, India


Overview

The aim of this introductory course is to provide a broad-based training in the tools and techniques that are quite basic to analysis data that arise in several application areas. Topic covered will include the following:

  • Confluence of Data Science and AI/ML
  • Sources of Big data
  • Mathematical challenges in big data analysis
  • Classification – clustering algorithms – Unsupervised learning
  • Dimension Reduction – deterministic method – PCA based analysis, Randomized technique based on random projections
  • Modelling – least squares method, ridge regression
  • Introduction to ANN
  • Aims and Objectives

    The objective of this training is to impart skills needed to analyse various big data problems that arise in different application areas within Geosciences and Earth sciences.

    Learning Outcome

    To formulate and analyse data using various classification and other techniques of Data Science.

    Target Audience

    Target audience is limited to the following:

  • Students pursuing their masters,
  • Researchers in various scientific organizations and
  • Scholars working in the areas of data science covering board areas of Geosciences including Atmospheric and Ocean Sciences.

Application Process

Only by invitation

Course Date

February, 16 - 23, 2023 (Excluding Weekends). 

Faculty Members (proposed):

  • Dr. Lakshmivarahan

Venue

International Training Centre for Operational Oceanography (ITCOocean)
Indian National Centre for Ocean Information Services (INCOIS)
(Ministry of Earth Sciences, Government of India)
"Ocean Valley", Pragathi Nagar (B.O.)
Nizampet (S.O.), HYDERABAD - 500 090
TELANGANA
INDIA

For Any questions please contact

Dr. T V S Udaya Bhaskar
Head, Programme Planning & Coordination and Capacity Development Division (PPC)
E-mail: itcoocean@incois.gov.in/uday@incois.gov.in

Course Schedule

Day 1 (16-02-2023)

Day 2 (17-02-2023)

Day 3 (20-02-2023)

Day 4 (21-02-2023)

Confluence of Data Science and AI/ML

(Dr. Lakshmivarahan)
Presentation ]
Video_1  ]
Video_2  ]
Video_3  ]

Sources of Big data

(Dr. Lakshmivarahan)
Presentation ]
Video_1  ]
Video_2  ]
Video_3  ]

Mathematical challenges in big data analysis

(Dr. Lakshmivarahan)
Presentation ]
Video_1  ]
Video_2  ]
Video_3  ]

Data Science: Classification – clustering algorithms – Unsupervised learning

(Dr. Lakshmivarahan)
Presentation_1 ]
Presentation_2 ]
Video_1  ]
Video_2  ]

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