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Artificial Intelligence & Machine Learning Fundamentals

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Instructor

CodersTrust

Category

Advanced Tech Skills

Explore the essentials of Artificial Intelligence and Machine Learning in our course. Perfect for newcomers, this course covers core concepts, Python programming basics, and fundamental techniques like data preprocessing and model building. Through hands-on projects, you'll gain practical experience and build confidence in applying AI and ML principles. By the course's end, you'll be equipped with foundational skills to explore deeper into the exciting realms of AI and ML.

Course Info

  • |
    Artificial Intelligence & Machine Learning Fundamentals
  • |
    6 hr 2 min
  • |
    39 Lessons
  • |
    3141 Students

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Curriculum

Course Overview

1 min

Module 1 Resource : Course Overview

What is Artificial Intelligence (AI)?

14 min

Different types of AI

2 min

What is Machine Learning (ML)?

6 min

Types of Machine Learning

15 min

Applications of AI and ML

12 min

AIML Module 2 Quiz

Module 2 Resource: Introduction to AI and ML

Role of Data in AI & ML

19 min

Types of Data (structured, unstructured, semi-structured)

21 min

Data collection

12 min

Exploratory Data Analysis

9 min

Data Preprocessing

22 min

Module 3: Data Fundamentals Quiz

Module 3 Resource: Data Fundamentals

Introduction to Python​

7 min

Python Environment Setup​

12 min

Python Syntax​

33 min

Pandas Essentials​

13 min

Numpy Essentials​

5 min

Matplotlib Essentials​

7 min

Examples : Data Cleaning, Preprocessing and Transformation​

11 min

Module 4: Python for AI and ML Quiz

Module 4 Resource: Python for AI and ML

Understanding Machine ​Learning Basics​

22 min

Introduction to Common Supervised Learning Algorithms​

8 min

Introduction to Common Unsupervised Learning Algorithms​

6 min

Model Evaluation Metrics​

11 min

Code Exmple : Implementing a Simple Linear Regression Model in Python​

37 min

Module 5: Machine Learning Algorithms Quiz

Module 5 Resource : Machine Learning Algorithms

Deep Learning Fundamentals​

8 min

Neural Networks Fundamentals​

11 min

Deep Learning Architectures​

12 min

Practical Deep Learning​

13 min

Module 6: Introduction to Deep Learning Quiz

Module 6 Resource : Introduction to Deep Learning

Artificial Intelligence and Machine Learning Fundamentals - Final Exam

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