Deep Dive into Artificial Intelligence - The Master Program

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

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Last Updated: 2023-01-27 06:01:55 English Course Type: Self Learning

Understand Artificial Intelligence in detail
Work on Data Science with python
Deep dive into Machine Learning
Understand Deep Learning with Keras and TensorFlow

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!

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

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

Section 1 : Lesson 1:Artificial Intelligence 4 Lectures 00:00:04
Lecture 1 :
Introduction to Artificial Intelligence Preview
Lecture 2 :
Demo: Introduction to Artificial Intelligence
Lecture 3 :
Demo: Model Evaluation
Lecture 4 :
Demo: Perceptron
Section 2 : Lesson 2:Data Science With Python 17 Lectures 01:18:11
Lecture 1 :
Overview of Data Science
Lecture 2 :
Overview of Data Analytics
Lecture 3 :
Demo: Overview of Data Analytics
Lecture 4 :
Statistical Analysis and Business
Lecture 5 :
Demo: Statistical Analysis and Business
Lecture 6 :
Python Environment Setup and Essentials
Lecture 7 :
Mathematical Computing with Python
Lecture 8 :
Demo: Mathematical Computing with Python
Lecture 9 :
Scientific Computing with Python
Lecture 10 :
Demo: Scientific Computing with Python
Lecture 11 :
Data Manipulation with Pandas
Lecture 12 :
Demo: Data Manipulation with Pandas
Lecture 13 :
Machine Learning with Scikit-Learn
Lecture 14 :
Natural Language Procssing with Scikit Learn
Lecture 15 :
Data Visualization in Python using Matplotlib
Lecture 16 :
Web Scraping with BeautifulSoup
Lecture 17 :
Python Integration with Hadoop MapReduce and Spark
Section 3 : Lesson 3:Machine Learning 14 Lectures 01:03:55
Lecture 1 :
Overview of Machine Learning
Lecture 2 :
Data Preprocessing
Lecture 3 :
Demo: Data Preprocessing
Lecture 4 :
Supervised Learning
Lecture 5 :
Demo: Regression
Lecture 6 :
Feature Engineering
Lecture 7 :
Demo: Feature Engineering
Lecture 8 :
Supervised Learning Classification
Lecture 9 :
Demo: Classification
Lecture 10 :
Unsupervised Learning
Lecture 11 :
Time Series Modeling
Lecture 12 :
Ensemble Learning
Lecture 13 :
Recommender Systems
Lecture 14 :
Text Mining
Section 4 : Lesson 4:Deep Learning With Keras and TensorFlow 8 Lectures 00:34:18
Lecture 1 :
Deep Learning with Keras and TensorFlow
Lecture 2 :
Demo: Introduction to Deep Learning
Lecture 3 :
Convolution Network
Lecture 4 :
Demo: Convolutional Network
Lecture 5 :
Recurrent Neural Network
Lecture 6 :
Demo: Recurrent Neural Network
Lecture 7 :
Restricted Boltzmann Machine (RBM)
Lecture 8 :
Autoencoders

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Are these video based online self-learning courses?
Yes. All of the courses comes with online video based lectures created by certified instructors. Instructors have crafted these courses with a blend of high quality interactive videos, lectures, quizzes & real world projects to give you an indepth knowledge about the topic.
Can i play & pause the course as per my convenience?
Yes absolutely & thats one of the advantage of self-paced courses. You can anytime pause or resume the course & come back & forth from one lecture to another lecture, play the videos mulitple times & so on.
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Most of these courses have general questions & answers already covered within the course lectures. However, if you need any further help from the instructor, you can use the inbuilt Chat with Instructor option to send a message to an instructor & they will reply you within 24 hours. You can ask as many questions as you want.
Do i need a pc to access the course or can i do it on mobile & tablet as well?
Brilliant question? Isn't it? You can access the courses on any device like PC, Mobile, Tablet & even on a smart tv. For mobile & a tablet you can download the Learnfly android or an iOS app. If mobile app is not available in your country, you can access the course directly by visting our website, its fully mobile friendly.
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Skillcart is an e-learning company that helps learners upskill in different technology domains with its customized courses that can be used by both beginners and professionals. Skillcart provides self-paced e-learning videos for all types of technical courses. Skillcart has courses available for Artificial Intelligence, Data Science with Python, Machine Learning, Deep Learning, and many more.