ADE709: Artificial Intelligence & Big Data Explained | Machine Learning, Deep Learning, NLP & GenAI

Welcome to this complete introduction to Artificial Intelligence and Big Data. In this video, we explore the foundations of AI, Machine Learning, Deep Learning, Computer Vision, Natural Language Processing, Generative AI, and modern AI systems.

This lecture provides a structured roadmap for understanding how AI works, how machines learn from data, and how modern technologies like Large Language Models (LLMs) and Transformers power today's intelligent applications.

Whether you are a student, developer, data scientist, or AI enthusiast, this video will help you understand the key concepts behind modern artificial intelligence.

📚 What You Will Learn

In this video we cover:

✔ Foundations of Artificial Intelligence
✔ Data fundamentals and data quality
✔ Machine Learning basics
✔ Supervised, Unsupervised & Reinforcement Learning
✔ Feature Engineering and Model Evaluation
✔ Deep Learning and Neural Networks
✔ Convolutional Neural Networks (CNN)
✔ Recurrent Neural Networks (RNN)
✔ Transformer Architecture
✔ Computer Vision techniques
✔ Natural Language Processing (NLP)
✔ Generative AI and Diffusion Models
✔ Large Language Models (LLMs)
✔ Prompt Engineering
✔ Retrieval-Augmented Generation (RAG)
✔ AI Agents and AI System Architecture
✔ AI Deployment and Production Systems
✔ Responsible AI, Ethics, Bias & Security
✔ Big Data fundamentals

⏱️ Chapters

00:00 Introduction to Artificial Intelligence
02:10 Foundations of AI
05:30 Data Fundamentals
09:15 Machine Learning Overview
12:40 Supervised Learning
15:30 Unsupervised Learning
18:00 Reinforcement Learning
21:10 Feature Engineering
24:00 Model Evaluation
27:00 Deep Learning Fundamentals
31:20 Neural Network Architecture
34:00 CNN – Computer Vision
37:10 RNN – Sequential Data
40:00 Transformers & Attention
43:30 Computer Vision Applications
46:20 Natural Language Processing (NLP)
49:30 Generative AI
52:10 Large Language Models (LLMs)
55:30 Prompt Engineering
58:30 RAG & Vector Databases
01:01:00 AI Systems & Agents
01:04:00 AI Deployment & Production
01:07:00 Responsible AI & Ethics
01:10:00 Big Data Overview

💡 Why AI and Big Data Matter

Artificial Intelligence is transforming industries such as:

• Healthcare
• Finance
• Autonomous vehicles
• Robotics
• Recommendation systems
• Natural language assistants
• Computer vision systems

AI combined with Big Data allows organizations to extract valuable insights and automate complex decision-making processes.

🎓 Who This Video Is For

This video is perfect for:

• Students learning Artificial Intelligence
• Beginners in Machine Learning
• Developers exploring AI technologies
• Data science enthusiasts
• Professionals interested in AI systems

👍 Support the Channel

If you enjoyed this video:

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Видео ADE709: Artificial Intelligence & Big Data Explained | Machine Learning, Deep Learning, NLP & GenAI канала Mouloud Elarram