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About Course

According to data from global research organization PwC, “Artificial Intelligence” based
algorithms, which experts consider “the most important technological development that will
shape the future of humanity,” are expected to contribute $15 Trillion to the world economy by
2030.

Today, artificial intelligence technologies are gaining importance with increasing
momentum in both private and public sectors, especially in areas such as finance, education,
production, health, and defense, aiming to increase productivity, save money, and provide
better quality and efficient services.

This certificate program is designed for software
professionals planning a career in artificial intelligence technologies. At the end of this course,
participants can develop artificial intelligence projects using Python software language and learn
the tools and technologies used in the field of artificial intelligence.

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Course Content

Week 1
Basic Programming with Python

  • Print and Comment Commands
  • Variable Assignment and Variable Editor
  • String Operations
  • Logical Operators
  • If/else Command
  • Receive Input
  • Library Usage
  • Range, Enumerate
  • lists
  • For Loop
  • What is a tuple and its difference with a List
  • 2D Lists
  • Dictionary
  • List and Dictionary Compherension
  • While Loop
  • Break, Continue and Pass Commands
  • Try/Except Structure

Week 2
Basic Programming with Python

Week 3
Basic Programming with Python

Week 4
Statistics

Week 5
Statistics

Week 6
Database

Week 7
What is Data? & Project Management

Week 8
Libraries Installation & Visualization

Week 9
MLOps process - Dev

Week 10
Feature Extraction - Combination - Generation & Feature Transformation – Normalization

Week 11
Classification, Introduction to Modeling & Classification

Week 12
Classification & Scoring

Week 13
Scoring & Anomaly Detection

Week 14
Optimization / Simulation & Recommendation Systems

Week 15
Clustering & Time Series

Week 16
Question - Practice - Review & Deep Learning - Text/Image Processing

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