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5. ISE 2023 Exam Syllabus

Topics Sub-Topics Weightage

No. of

Questions

Fundamentals

of Artificial

Intelligence

Ÿ

Ÿ

Ÿ

Ÿ

Fundamentals of AI and ML

Big Data and AI

AI on the Cloud

Use cases for AI

25% 9

Essential

Machine

Learning

Ÿ

Ÿ

Ÿ

Machine Learning and Python

Machine Learning Algorithms

for Classification

Supervised Learning:

Classification and Regression

Ÿ

Ÿ

Unsupervised Learning:

Detecting Patterns

Visualizing Data for Machine

Learning

25% 9

Deep

Learning

Ÿ

Ÿ

Deep Learning Foundations

TensorFlow and its

Functionalities

Deep Learning with TensorFlow

on the Cloud.

Ÿ

Ÿ

Ÿ

Transfer Learning

Fundamentals

Deep Fakes

Deep-Q-Learning

15% 6

Natural

Language

Processing

Ÿ

Natural Language Processing

using Python

Ÿ

Ÿ

Text Data Analysis

Speech Recognition

10% 3

Reinforcement

Learning

Ÿ

Reinforcement Learning

Fundamentals

Ÿ

Ÿ

Monte Carlo (MC) Methods

Temporal Difference Learning

12% 4

Computer

Vision

Ÿ

Ÿ

Computer Vision, Raspberry Pi,

and Face Detection

Image Content Analysis

Ÿ

Ÿ

Ÿ

Object Detection Basics

Detecting Vehicles Using

OpenCV and Deep Learning

13% 4

Total

100% 35

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www.usaii.org

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