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This video on Deep Learning Full Course 2026 by Simplilearn will help you learn deep learning from beginner to advanced level and understand how modern AI systems learn from large amounts of data. The course begins with an introduction to deep learning and explains its relationship with artificial intelligence and machine learning. You will learn key concepts such as neural networks, activation functions, forward and backward propagation, and model training. The tutorial also covers important architectures like Convolutional Neural Networks (CNNs) and Recurrent Neural Networks (RNNs), along with real-world applications in computer vision and natural language processing. You will understand how deep learning models are built, trained, and evaluated. By the end of this deep learning tutorial for beginners, you will clearly understand deep learning concepts, neural network architectures, and the skills needed to build AI-powered solutions.
Following are the topics covered in Deep Learning Full Course 2026:
00:00:00 - Introduction To Deep Learning Full Course 2026
00:09:48 - History of AI and Neural Networks
00:20:26 - Motivations and Real-World Use Cases
00:26:54 - Breakthroughs, Challenges, and Progress
00:53:41 - Why Study Deep Learning Now
01:04:01 - Limitations and Practical Tradeoffs
01:14:05 - Frameworks and Project Workflow
01:36:28 - Neuron Model and Perceptron Basics
01:55:20 - Neural Networks and Architectures
02:20:57 - Perceptron Mechanics and Limitations
02:55:35 - Activation Functions Explained
03:31:48 - Simple Network Implementation Demo
03:49:05 - Forward, Backward, and Loss Computation
05:25:36 - Deep Networks and Loss Functions
06:22:00 - Overfitting Control and Regularization
07:10:28 - TensorFlow, Tensors, and Keras
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➡️ About Professional Certificate Program in Generative AI and Machine Learning
The Generative AI and Machine Learning course enriches your career journey with comprehensive coverage of machine learning, deep learning, NLP, generative AI, reinforcement learning, computer vision, and more. Combining theory with hands-on practice, it offers live virtual sessions, projects with integrated labs, and masterclasses by IIT Guwahati faculty.
Key Features:
✅ Program completion certificate from E&ICT Academy, IIT Guwahati
✅ Curriculum delivered in live virtual classes by seasoned industry experts
✅ Exposure to the latest AI advancements, such as generative AI, LLMs, and prompt engineering
✅ Interactive live-virtual masterclasses delivered by esteemed IIT Guwahati faculty
✅ Opportunity to earn an 'Executive Alumni Status' from E&ICT Academy, IIT Guwahati
✅ Eligibility for a campus immersion program organized at IIT Guwahati
✅ Exclusive hackathons and “ask-me-anything” sessions by IBM
✅ Certificates for IBM courses and industry masterclasses by IBM experts
✅ Simplilearn's JobAssist helps you get noticed by top hiring companies
Skills Covered
✅ Generative AI
✅ Prompt Engineering
✅ Chatbot Development
✅ Supervised and Unsupervised Learning
✅ Model Training and Optimization
✅ Model Evaluation and Validation
✅ Ensemble Methods
✅ Deep Learning
✅ Natural Language Processing
✅ Computer Vision
✅ Reinforcement Learning
✅ Machine Learning Algorithms
✅ Speech Recognition
✅ Statistics
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?? Interested in Attending Live Classes? Call Us: IN - 18002127688 / US - +18445327688