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


Course 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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