Artificial Intelligence Full Course (2025) | Master AI Fundamentals in One Video | Intellipaat
This comprehensive AI course by Intellipaat covers foundational concepts and advances to Deep Learning, Neural Networks, and Natural Language Processing.

Intellipaat
6.5K views โข Aug 24, 2025

About this video
This AI course by Intellipaat takes you from the foundations of Artificial Intelligence to advanced concepts in Deep Learning, Neural Networks, and Natural Language Processing (NLP). It begins with a clear understanding of AI and its role in todayโs world, then moves into the core of deep learning, starting with convolutional networks. Youโll learn how CNNs work, why theyโre needed, their architecture, padding techniques, and filter optimization.
From there, the course explores Recurrent Neural Networks (RNNs), including their architecture, memory handling, contextual understanding, and different sequence models such as one-to-many and many-to-one. Youโll also gain insights into practical applications like Named Entity Recognition.
A major focus is given to NLP, covering essential topics like text preprocessing, lemmatization, stop words, dependency parsing, POS tagging, and natural language generation. Youโll also work through hands-on exercises to apply these concepts directly.
The program concludes with an introduction to Large Language Models (LLMs), project ideas to implement your knowledge, and a look at server setup for real-world deployment. By the end, youโll not only understand AI concepts but also know how to apply them through projects, making you ready for industry-level applications.
๐ Below are the concepts covered in the video on 'Artificial Intelligence Full Course ':
00:00:00 - Introduction to AI Course
00:01:29 - What is AI?
00:06:09 - Introduction to Deep Learning
01:31:20 - Convolutional
01:33:53 - How to Explain Convolutional to a Kid?
01:42:48 - Convolutional Neural Network
01:45:32 - Why Do You Need CNN?
01:49:58 - Working of CNN
02:11:50 - CNN Detail Discussion
02:15:05 - Journey of CNN
02:26:38 - Architecture Overview
02:41:26 - Applying Neural Network
02:56:43 - Concept of Padding
03:05:23 - Types of Padding
04:50:42 - How to Set the Filter Values
06:14:09 - RNN Architecture
06:34:20 - Word Embedding
06:53:36 - Why Do We Use Tanh as Activation Function?
06:59:06 - Summary of RNN
06:59:12 - Internal Memory
07:01:47 - Situational Data Handling
07:03:00 - Contextual Understanding
07:04:19 - Dynamic Adoption
07:05:16 - Recurrent Connection
07:05:50 - One to Many
07:09:31 - Many to One
07:19:13 - Named Entity Recognition
07:59:14 - Natural Language Processing
08:12:59 - Natural Language Generation
08:21:55 - NLP Pipeline
08:41:31 - Lemmatization
08:55:26 - Stop Words Analysis
09:19:13 - Dependency Parsing
09:20:57 - POS Tagging
09:31:43 - NLP Hands-on
10:07:47 - What is LLM
10:14:18 - AI Project Ideas
10:32:16 - MCP Server
#artificialintelligencecourse #artificialintelligencefullcourse #aicourse #aifullcourse #intellipaat
๐ฅEnroll for Data Science & Artificial Intelligence: https://intellipaat.com/epgc-data-science-ai-ihubds-iit-roorkee/
โก๏ธ About the Course
Become an expert in Data Science, Machine Learning and Artificial Intelligence with iHUB DivyaSampark, IIT Roorkee & Intellipaat! Build a strong foundation in data science by learning in-demand skills, solving real-world challenges, and working on real-world projects. A flexible learning environment and 24/7 support makes this course perfect for beginners and professionals alike. Join now and accelerate your career to new heights in the cutting-edge fields of data science, machine learning, and artificial intelligence!
โ Key Features - (Course Features)
๐๐ผ620 Hrs of Applied Learning
๐๐ผ90+ Live Sessions Across 11 months
๐๐ผ218 Hrs of Self-Paced Learning
๐๐ผLearn from IIT Faculty & Industry Practitioners
๐๐ผ50+ Industry Projects & Case Studies
๐๐ผOne-on-One with Industry Mentors
๐๐ผ24*7 Support
๐๐ผDedicated Learning Management Team
๐๐ผ1:1 Mock Interview
๐๐ผNo-Cost EMI Option
๐๐ผiHUB DivyaSampark, IIT Roorkee Certification
๐๐ผDesigned for Working Professionals and Freshers
๐๐ผ2 Days Campus Immersion at iHUB, IIT Roorkee
๐๐ผUp to Rs. 50 Lakhs startup Incubation Support*
๐๐ผ3 Guaranteed Job Interviews upon movement to Placement Pool
๐ Do subscribe to Intellipaat channel & come across more relevant Tech content: https://goo.gl/hhsGWb
โถ๏ธ Intellipaat Achievers Channel: / @intellipaatachievers
๐For more information, please write back to us at sales@intellipaat.com or call us at IND: +91-7022374614 / US : 1-800-216-8930
From there, the course explores Recurrent Neural Networks (RNNs), including their architecture, memory handling, contextual understanding, and different sequence models such as one-to-many and many-to-one. Youโll also gain insights into practical applications like Named Entity Recognition.
A major focus is given to NLP, covering essential topics like text preprocessing, lemmatization, stop words, dependency parsing, POS tagging, and natural language generation. Youโll also work through hands-on exercises to apply these concepts directly.
The program concludes with an introduction to Large Language Models (LLMs), project ideas to implement your knowledge, and a look at server setup for real-world deployment. By the end, youโll not only understand AI concepts but also know how to apply them through projects, making you ready for industry-level applications.
๐ Below are the concepts covered in the video on 'Artificial Intelligence Full Course ':
00:00:00 - Introduction to AI Course
00:01:29 - What is AI?
00:06:09 - Introduction to Deep Learning
01:31:20 - Convolutional
01:33:53 - How to Explain Convolutional to a Kid?
01:42:48 - Convolutional Neural Network
01:45:32 - Why Do You Need CNN?
01:49:58 - Working of CNN
02:11:50 - CNN Detail Discussion
02:15:05 - Journey of CNN
02:26:38 - Architecture Overview
02:41:26 - Applying Neural Network
02:56:43 - Concept of Padding
03:05:23 - Types of Padding
04:50:42 - How to Set the Filter Values
06:14:09 - RNN Architecture
06:34:20 - Word Embedding
06:53:36 - Why Do We Use Tanh as Activation Function?
06:59:06 - Summary of RNN
06:59:12 - Internal Memory
07:01:47 - Situational Data Handling
07:03:00 - Contextual Understanding
07:04:19 - Dynamic Adoption
07:05:16 - Recurrent Connection
07:05:50 - One to Many
07:09:31 - Many to One
07:19:13 - Named Entity Recognition
07:59:14 - Natural Language Processing
08:12:59 - Natural Language Generation
08:21:55 - NLP Pipeline
08:41:31 - Lemmatization
08:55:26 - Stop Words Analysis
09:19:13 - Dependency Parsing
09:20:57 - POS Tagging
09:31:43 - NLP Hands-on
10:07:47 - What is LLM
10:14:18 - AI Project Ideas
10:32:16 - MCP Server
#artificialintelligencecourse #artificialintelligencefullcourse #aicourse #aifullcourse #intellipaat
๐ฅEnroll for Data Science & Artificial Intelligence: https://intellipaat.com/epgc-data-science-ai-ihubds-iit-roorkee/
โก๏ธ About the Course
Become an expert in Data Science, Machine Learning and Artificial Intelligence with iHUB DivyaSampark, IIT Roorkee & Intellipaat! Build a strong foundation in data science by learning in-demand skills, solving real-world challenges, and working on real-world projects. A flexible learning environment and 24/7 support makes this course perfect for beginners and professionals alike. Join now and accelerate your career to new heights in the cutting-edge fields of data science, machine learning, and artificial intelligence!
โ Key Features - (Course Features)
๐๐ผ620 Hrs of Applied Learning
๐๐ผ90+ Live Sessions Across 11 months
๐๐ผ218 Hrs of Self-Paced Learning
๐๐ผLearn from IIT Faculty & Industry Practitioners
๐๐ผ50+ Industry Projects & Case Studies
๐๐ผOne-on-One with Industry Mentors
๐๐ผ24*7 Support
๐๐ผDedicated Learning Management Team
๐๐ผ1:1 Mock Interview
๐๐ผNo-Cost EMI Option
๐๐ผiHUB DivyaSampark, IIT Roorkee Certification
๐๐ผDesigned for Working Professionals and Freshers
๐๐ผ2 Days Campus Immersion at iHUB, IIT Roorkee
๐๐ผUp to Rs. 50 Lakhs startup Incubation Support*
๐๐ผ3 Guaranteed Job Interviews upon movement to Placement Pool
๐ Do subscribe to Intellipaat channel & come across more relevant Tech content: https://goo.gl/hhsGWb
โถ๏ธ Intellipaat Achievers Channel: / @intellipaatachievers
๐For more information, please write back to us at sales@intellipaat.com or call us at IND: +91-7022374614 / US : 1-800-216-8930
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Video Information
Views
6.5K
Likes
295
Duration
10:42:20
Published
Aug 24, 2025
User Reviews
4.6
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