Deep Learning Course: Neural Networks, CNN, RNN & Python Training
Dive into the transformative power of deep learning with our expert-led training course. Gain hands-on experience in building and deploying neural networks for real-world applications across industries. Enroll now to unlock the full potential of artificial intelligence.
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What you'll learn
- Understand transfer learning and its applications in enhancing model performance.
- Deploy trained models to production environments.
- Learn to build, evaluate, and tune Artificial Neural Networks (ANN), Convolutional Neural Networks (CNN), and Recurrent Neural Networks (RNN).
- Understand the fundamental concepts of neurons and neural networks.
- Discover real-world applications of deep learning across various industries.
- Explore advanced topics such as gradient descent, backpropagation, and hyperparameter tuning.
- Gain proficiency in creating neural networks with Python.
- Apply deep learning models to real-world datasets for practical insights.
Why should you attend?
This comprehensive course offers a deep dive into the fascinating world of deep learning, covering everything from the foundational concepts of neural networks to advanced applications in various domains. Starting with an exploration of neurons and their significance in neuroscience, the course lays the groundwork for understanding how neural networks mimic these biological processes to solve complex problems. Participants will learn to create neural networks using Python, gaining hands-on experience with actual coding and implementation. As the course progresses, it delves into specific types of neural networks, including Artificial Neural Networks (ANN), Convolutional Neural Networks (CNN), and Recurrent Neural Networks (RNN), each section building on the last to provide a thorough understanding of how these networks function, learn, and are constructed. Practical sessions on building ANNs, CNNs, and RNNs using real-world datasets like bank customer churn, image classification, and stock prediction datasets enable participants to apply theoretical knowledge in practical scenarios. Moreover, the course covers essential techniques for evaluating and improving the performance of neural networks through tuning and hyperparameter adjustments. It also explores cutting-edge topics like transfer learning and model deployment, preparing learners to tackle current challenges in the field. The final modules focus on real-world applications of deep learning across various sectors, ensuring that participants understand the vast potential of these technologies.
Course Syllabus
Day 1 - Neural Network Fundamentals
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 1
Day 2 - Advanced Network Architectures
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 2
Day 3 - Optimization and Deployment
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 3
Ratings and Reviews
Instructor
Instructor
Dr. Esther Suria Kala is a highly accomplished ICT consultant and corporate trainer with nearly 30 years of extensive experience in information technology, project management, and organizational development. As the founder of Angel Software Solutions, she has established herself as a versatile and dedicated professional who delivers cutting-edge training solutions across Malaysia and internationally.
Her academic credentials are exceptional, including a PhD in Psychology with a focus on Human Behaviour and Human Resources, an MBA in Finance, and degrees in both Computer Science and Human Resources. Currently pursuing a second PhD in IT Information Security, Dr. Esther demonstrates an unwavering commitment to continuous learning and staying at the forefront of technological advancement. Her educational foundation is complemented by an impressive array of professional certifications, including Microsoft Certified Trainer (MCT), CISSP, ITIL, SAP Certified Associate, Certified Cyber Security Professional, Data Scientist, AI Engineering, and ECBA certifications.
Dr. Esther's technical expertise spans an extensive range of domains, from traditional programming languages like Java, C++, and PHP to modern technologies including Python, AI coding, machine learning, RPA, and IR 4.0 microservices. She is proficient in database management systems including Microsoft SQL Server and Oracle, web development frameworks, and enterprise solutions like SAP Crystal Reports and SharePoint Server. Her knowledge extends to cybersecurity, ethical hacking, network administration, and data analytics, making her uniquely qualified to address both technical and strategic business challenges.
As a trainer, Dr. Esther excels in bridging the gap between technical complexity and practical application. She delivers comprehensive training programs for both IT and non-IT professionals, covering everything from software development and cloud computing to soft skills such as digital marketing, business analysis, customer service, and project management. Her ability to communicate effectively in both English and Bahasa Malaysia enables her to connect with diverse audiences across different organizational levels.
Her impressive client portfolio includes leading organizations such as Maybank, Telekom Malaysia, Malaysian Airlines, Tenaga Nasional Berhad, Bank Negara, Ministry of Education, Ministry of Finance, and numerous multinational corporations. This extensive experience across banking, telecommunications, government, aviation, and technology sectors demonstrates her adaptability and deep understanding of varied industry requirements. Recognized with the Outstanding Achievement Award in Information Technology from University Malaya in 2013, Dr. Esther continues to empower organizations through innovative training solutions that drive digital transformation and professional excellence.
Instructor
Instructor
Course Reviews
"This was an amazing course on Deep learning. I recommend this to anyone looking to learn the Deep Learning as a subject within advanced Artificial Intelligence."
"It is nice and easy to follow instructions. Very good and clear explanations and the hands-on courses give you a good kickstart."
"Excellent!!! Awesome course materials for the advanced level. Great course overall, immerse deep into the concepts. "
FAQ
Frequently Asked Questions About This Course
Why should you attend?
This comprehensive course offers a deep dive into the fascinating world of deep learning, covering everything from the foundational concepts of neural networks to advanced applications in various domains. Starting with an exploration of neurons and their significance in neuroscience, the course lays the groundwork for understanding how neural networks mimic these biological processes to solve complex problems. Participants will learn to create neural networks using Python, gaining hands-on experience with actual coding and implementation. As the course progresses, it delves into specific types of neural networks, including Artificial Neural Networks (ANN), Convolutional Neural Networks (CNN), and Recurrent Neural Networks (RNN), each section building on the last to provide a thorough understanding of how these networks function, learn, and are constructed. Practical sessions on building ANNs, CNNs, and RNNs using real-world datasets like bank customer churn, image classification, and stock prediction datasets enable participants to apply theoretical knowledge in practical scenarios. Moreover, the course covers essential techniques for evaluating and improving the performance of neural networks through tuning and hyperparameter adjustments. It also explores cutting-edge topics like transfer learning and model deployment, preparing learners to tackle current challenges in the field. The final modules focus on real-world applications of deep learning across various sectors, ensuring that participants understand the vast potential of these technologies.
What you'll learn
- Understand transfer learning and its applications in enhancing model performance.
- Deploy trained models to production environments.
- Learn to build, evaluate, and tune Artificial Neural Networks (ANN), Convolutional Neural Networks (CNN), and Recurrent Neural Networks (RNN).
- Understand the fundamental concepts of neurons and neural networks.
- Discover real-world applications of deep learning across various industries.
- Explore advanced topics such as gradient descent, backpropagation, and hyperparameter tuning.
- Gain proficiency in creating neural networks with Python.
- Apply deep learning models to real-world datasets for practical insights.
Course Syllabus
Day 1 - Neural Network Fundamentals
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 1
Day 2 - Advanced Network Architectures
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 2
Day 3 - Optimization and Deployment
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 3
Course Reviews
"This was an amazing course on Deep learning. I recommend this to anyone looking to learn the Deep Learning as a subject within advanced Artificial Intelligence."
"It is nice and easy to follow instructions. Very good and clear explanations and the hands-on courses give you a good kickstart."
"Excellent!!! Awesome course materials for the advanced level. Great course overall, immerse deep into the concepts. "
Public Pricing
Corporate Pricing
Pax:
Training Provider Pricing
Pax:
Features
Subsidies
Ratings and Reviews
Instructors
Dr. Esther Suria Kala is a highly accomplished ICT consultant and corporate trainer with nearly 30 years of extensive experience in information technology, project management, and organizational development. As the founder of Angel Software Solutions, she has established herself as a versatile and dedicated professional who delivers cutting-edge training solutions across Malaysia and internationally.
Her academic credentials are exceptional, including a PhD in Psychology with a focus on Human Behaviour and Human Resources, an MBA in Finance, and degrees in both Computer Science and Human Resources. Currently pursuing a second PhD in IT Information Security, Dr. Esther demonstrates an unwavering commitment to continuous learning and staying at the forefront of technological advancement. Her educational foundation is complemented by an impressive array of professional certifications, including Microsoft Certified Trainer (MCT), CISSP, ITIL, SAP Certified Associate, Certified Cyber Security Professional, Data Scientist, AI Engineering, and ECBA certifications.
Dr. Esther's technical expertise spans an extensive range of domains, from traditional programming languages like Java, C++, and PHP to modern technologies including Python, AI coding, machine learning, RPA, and IR 4.0 microservices. She is proficient in database management systems including Microsoft SQL Server and Oracle, web development frameworks, and enterprise solutions like SAP Crystal Reports and SharePoint Server. Her knowledge extends to cybersecurity, ethical hacking, network administration, and data analytics, making her uniquely qualified to address both technical and strategic business challenges.
As a trainer, Dr. Esther excels in bridging the gap between technical complexity and practical application. She delivers comprehensive training programs for both IT and non-IT professionals, covering everything from software development and cloud computing to soft skills such as digital marketing, business analysis, customer service, and project management. Her ability to communicate effectively in both English and Bahasa Malaysia enables her to connect with diverse audiences across different organizational levels.
Her impressive client portfolio includes leading organizations such as Maybank, Telekom Malaysia, Malaysian Airlines, Tenaga Nasional Berhad, Bank Negara, Ministry of Education, Ministry of Finance, and numerous multinational corporations. This extensive experience across banking, telecommunications, government, aviation, and technology sectors demonstrates her adaptability and deep understanding of varied industry requirements. Recognized with the Outstanding Achievement Award in Information Technology from University Malaya in 2013, Dr. Esther continues to empower organizations through innovative training solutions that drive digital transformation and professional excellence.
FAQ
Frequently Asked Questions About This Course
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