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Deep Dive into Artificial Intelligence - The Master Program

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3.9

Deep Dive into Artificial Intelligence - The Master Program

Artificial Intelligence | Data Science with Python | Machine Learning | Deep Learning with Keras and TensorFlow

updated on icon Updated on Apr, 2024

language icon Language - English

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English [CC]

category icon Development,Artificial Intelligence

Lectures -43

Resources -2

Duration -11.5 hours

3.9

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Course Description

About the Course:

The “Deep Dive into Artificial Intelligence - The Master Program” course is an intermediate level course, curated exclusively for both beginners and professionals.

The course covers the basics as well as the advanced level concepts. The course contains content based videos along with practical demonstrations, that performs and explains each step required to complete the task.

Learning Objectives:

By the end of the course, you will be able to learn about:

  • Introduction to Artificial Intelligence

  • Fundamentals of Machine Learning and Deep Learning

  • Machine Learning Workflow

  • Performance Metrics

  • Overview of Data Science

  • Overview of Data Analytics

  • Statistical Analysis and Business

  • Python Environment Setup and Essentials

  • Mathematical Computing with Python

  • Scientific Computing with Python

  • Data Manipulation with Pandas

  • Machine Learning with Scikit-Learn

  • Natural Language Processing with Scikit Learn

  • Data Visualization in Python using matplotlib

  • Web Scraping with BeautifulSoup

  • Python Integration with Hadoop MapReduce and Spark

  • Introduction to AI and Machine Learning

  • Data Preprocessing

  • Supervised Learning

  • Feature Engineering

  • Supervised Learning Classification

  • Unsupervised Learning

  • Time Series Modeling

  • Ensemble Learning

  • Recommender Systems

  • Text Mining

  • Introduction to TensorFlow

  • Convolutional Network

  • Recurrent Neural Network

  • Restricted Boltzmann Machine (RBM)

  • Autoencoders

...and much more! There are separate sections for Artificial Intelligence, Data Science with Python, Machine Learning, and Deep Learning with Keras and TensorFlow which lets you scale up these techniques.


Don't worry if you've never used Python before; the course covers the topics from the basics. You should be able to pick it up fast if you have experience with programming.

This course will teach you the fundamental methods employed by data scientists in the actual world of business, which is ideal if you are a programmer wishing to transition into a fascinating new career path. What are you waiting for? These are things that any successful technologist must be aware of. Enroll now!

Who this course is for:

  • Candidates who are willing to learn AI in detail
  • IT professional willing to upskill themselves in Data Science, ML, or AI
  • Freshers/ Beginners who are willing to make a career in Data Science, ML, or AI
  • Python developers willing to upskill themselves


Goals

What will you learn in this course:

  • Understand Artificial Intelligence in detail

  • Work on Data Science with python

  • Deep dive into Machine Learning

  • Understand Deep Learning with Keras and TensorFlow

Prerequisites

What are the prerequisites for this course?

  • No prerequisites are required, as the course covers the concepts from the scratch. However, basic knowledge of Python would help.


Deep Dive into Artificial Intelligence - The Master Program

Curriculum

Check out the detailed breakdown of what’s inside the course

Lesson 1: Artificial Intelligence
4 Lectures
  • play icon Introduction to Artificial Intelligence 22:03 22:03
  • play icon Demo: Introduction to Artificial Intelligence 20:40 20:40
  • play icon Demo: Model Evaluation 25:10 25:10
  • play icon Demo: Perceptron 24:30 24:30
Lesson 2: Data Science With Python
17 Lectures
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Lesson 3: Machine Learning
14 Lectures
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Lesson 4: Deep Learning With Keras and TensorFlow
8 Lectures
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Instructor Details

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