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Python Programming for AI & Data Science

Course overview:

 

This program is very comprehensive and combines Python programming, Generative AI, Agentic AI, AI Model Development, Robotics, and AI Governance into a single career-ready pathway. The program includes ample labs, quizzes, group discussions/exercises, project work, and internal/external internship opportunities. The program includes PCAP (Python Institute), Microsoft Azure AI Fundamentals, AWS Certified Machine Learning – Specialty, and AI Governance Professional (AIGP) certification preparation, and leads to the Certified AI Expert Professional (CAEP) credential.​​

Course Content

 

Module 1: Python Fundamentals I 

  • Installing Python and setting up the development environment 

  • Variables and data types 

  • Operators and expressions 

  • Input/output operations 

 

Module 2: Python Fundamentals II 

  • Conditional statements (if/elif/else) 

  • Loops (for, while) 

  • Writing and using functions 

  • Modules and packages 

 

Module 3: Object-Oriented Programming 

  • Classes and objects 

  • Inheritance and polymorphism 

  • Encapsulation 

  • Mini OOP project 

 

Module 4: Data Structures & Algorithms I 

  • Lists and tuples 

  • Dictionaries and sets 

  • List and dictionary comprehensions 

 

Module 5: Data Structures & Algorithms II 

  • Searching algorithms 

  • Sorting algorithms 

  • Time/space complexity basics 

 

Module 6: Data Analysis with NumPy 

  • NumPy arrays and operations 

  • Indexing, slicing, and broadcasting 

  • Statistical operations

 

Module 7: Data Analysis with Pandas 

  • Series and DataFrames 

  • Data cleaning and transformation 

  • Grouping, merging, and pivoting data 

Module 8: Data Visualization 

  • Matplotlib and Seaborn fundamentals 

  • Building charts, histograms, and dashboards 

  • Storytelling with data 

 

Module 9: APIs and Automation 

  • REST API concepts 

  • JSON handling 

  • Web scraping basics 

  • Process automation with Python 

 

Module 10: Python for AI Development 

  • Overview of AI libraries 

  • OpenAI API integration 

  • Hugging Face fundamentals 

  • LangChain basics and capstone work 

 

Assessments and Projects: 

  • Weekly quizzes and coding assignments 

  • Lab: Data Analytics Dashboard 

  • Lab: Business Automation Tool 

  • Final Project: AI Chatbot built with Python, OpenAI APIs, and LangChain 

Staffing Support​
  • Resume Preparation

  • Mock Interview Preparation

  • Phone Interview Preparation

  • Face to Face Interview Preparation

  • Project/Technology Preparation

  • Internship with internal project work

  • Externship with client project work

Our Salient Features:
  • Hands-on Labs and Homework

  • Group discussion and Case Study

  • Course Project work

  • Regular Quiz / Exam

  • Regular support beyond the classroom

  • Students can re-take the class at no cost

  • Dedicated conf. rooms for group project work

  • Live streaming for the remote students

  • Video recording capability to catch up the missed class

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Disclaimer: At this time, we are not offering any training programs for Nebraska residents.
 

'PMP' and 'PMI' are registered marks of the Project Management Institute, Inc.

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​InfoTekGuide is an independent training provider and is not affiliated with, endorsed by, or sponsored by Salesforce, Google, YouTube, Amazon, Microsoft, Azure, Cisco, Snowflake, or Atlassian. All trademarks, logos, and brand names are the property of their respective owners. Any references are used for educational and descriptive purposes only.

InfoTekGuide - A Leading IT Training Provider in Schaumburg.

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