Complete PyTorch Deep Learning Course - Neural Networks & AI
Excel in deep learning with our tailored PyTorch course. Learn from scratch or expand your skills in neural networks, model optimization, data processing across various media types, deployment strategies & more. Enroll now for an actionable skill set guided by industry experts.
- Available in:
- Malaysia
- Upcoming intakes:
- Aug 24, 2026
- Aug 24, 2026
- Aug 24, 2026
- Aug 24, 2026
- Aug 24, 2026
Corporate Pricing
Pax:
Training Provider Pricing
Pax:
Features
Target Audience
Methodologies
Subsidies

What you'll learn
- Learn to process sequence data using recurrent neural networks (RNNs) and long short-term memory networks (LSTMs)
- Develop skills in natural language processing (NLP) utilizing nn.Transformer and TorchText
- Understand the core concepts of PyTorch including tensor operations and GPU acceleration
- Master data handling for images/videos using TorchVision and audio using torchaudio
- Implement linear and logistic regression models using PyTorch
- Build feedforward neural networks (FNNs) and convolutional neural networks (CNNs) within the PyTorch framework
- Optimize models for performance using profiling techniques, quantization methods & parallel/distributed training approaches
- Deploy trained PyTorch models into production using REST APIs, TorchScript or converting them to ONNX format
Why should you attend?
Dive into the world of deep learning with our comprehensive PyTorch course, designed to equip you with the fundamental tools and concepts necessary for mastering this powerful library. Begin by understanding what PyTorch is and how to get it up and running on your machine. Explore the seamless integration between PyTorch tensors and NumPy arrays, and learn how to switch between GPU and CPU processing to leverage computational resources effectively. Grasp matrix operations, essential for any deep learning task, and ensure consistent results with seed setting for reproducibility. Advance through the course to gain a solid grasp of variables, gradients, and the backbone concepts of linear and logistic regression within PyTorch. Transition smoothly into more complex architectures such as feedforward and convolutional neural networks (CNNs), understanding their unique components and functionalities. Delve into recurrent neural networks (RNNs) including LSTMs for sequential data processing, critical in fields like natural language processing and time series analysis. The course doesn't stop at theory; get hands-on experience with practical applications using datasets, dataloaders, automatic differentiation, model optimization, saving/loading models, image/video processing with TorchVision, audio manipulations with torchaudio, text handling with TorchText, reinforcement learning tutorials, deploying models in production environments, code transformation techniques with FX, extending PyTorch capabilities, model optimization strategies, parallel/distributed training methodologies, and even mobile deployment scenarios.
Course Syllabus
Day 1 - PyTorch Fundamentals & Networks
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 Models & Applications
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 2
Day 3 - Specialized Domains & Deployment
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 3
Day 4 - Optimization & Distributed Training
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 4
Day 5 - Distributed Training & Production
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 5
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
Instructor
Course Reviews
"It is an excellent course both in theory and explanation. I definitely recommend it. A course that you can successfully complete without getting bored."
"This is the most amazing course I have ever taken. It is well thought out, very indepth and very well explained."
"Very down-to-earth and easy to follow, Good content and hands-on material. "
Instructor Reviews
Tasmeea Rahman
Data Analytics & Engineering Training Specialist"Tasmeea was an excellent teacher. Very pleasant, willing to assist and answer concerns, and continuously asked how she could assist more. She made the course enjoyable as well as informative."
"Thank you so much for your invaluable guidance. I really enjoyed it and appreciated how much fun you made it! I feel much more equipped to cope with difficult challenges."
"The training was both fascinating and beneficial. Many members of the staff commented on how useful it was. Tasmeea delivers the topic with authority, wit, and passion."
FAQ
Frequently Asked Questions About This Course
- Public pricing: applies for individuals signing up from different companies.
- Corporate pricing: applies if a company wants to have an intake for its employees only.
- Training provider pricing: applies only for other training providers looking to hire our trainers and use our content. Our content has a licensing fee.
We will keep you updated on the status of the intake after you enroll.
Why should you attend?
Dive into the world of deep learning with our comprehensive PyTorch course, designed to equip you with the fundamental tools and concepts necessary for mastering this powerful library. Begin by understanding what PyTorch is and how to get it up and running on your machine. Explore the seamless integration between PyTorch tensors and NumPy arrays, and learn how to switch between GPU and CPU processing to leverage computational resources effectively. Grasp matrix operations, essential for any deep learning task, and ensure consistent results with seed setting for reproducibility. Advance through the course to gain a solid grasp of variables, gradients, and the backbone concepts of linear and logistic regression within PyTorch. Transition smoothly into more complex architectures such as feedforward and convolutional neural networks (CNNs), understanding their unique components and functionalities. Delve into recurrent neural networks (RNNs) including LSTMs for sequential data processing, critical in fields like natural language processing and time series analysis. The course doesn't stop at theory; get hands-on experience with practical applications using datasets, dataloaders, automatic differentiation, model optimization, saving/loading models, image/video processing with TorchVision, audio manipulations with torchaudio, text handling with TorchText, reinforcement learning tutorials, deploying models in production environments, code transformation techniques with FX, extending PyTorch capabilities, model optimization strategies, parallel/distributed training methodologies, and even mobile deployment scenarios.
What you'll learn
- Learn to process sequence data using recurrent neural networks (RNNs) and long short-term memory networks (LSTMs)
- Develop skills in natural language processing (NLP) utilizing nn.Transformer and TorchText
- Understand the core concepts of PyTorch including tensor operations and GPU acceleration
- Master data handling for images/videos using TorchVision and audio using torchaudio
- Implement linear and logistic regression models using PyTorch
- Build feedforward neural networks (FNNs) and convolutional neural networks (CNNs) within the PyTorch framework
- Optimize models for performance using profiling techniques, quantization methods & parallel/distributed training approaches
- Deploy trained PyTorch models into production using REST APIs, TorchScript or converting them to ONNX format
Course Syllabus
Day 1 - PyTorch Fundamentals & Networks
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 Models & Applications
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 2
Day 3 - Specialized Domains & Deployment
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 3
Day 4 - Optimization & Distributed Training
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 4
Day 5 - Distributed Training & Production
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 5
Course Reviews
"It is an excellent course both in theory and explanation. I definitely recommend it. A course that you can successfully complete without getting bored."
"This is the most amazing course I have ever taken. It is well thought out, very indepth and very well explained."
"Very down-to-earth and easy to follow, Good content and hands-on material. "
Instructor Reviews
Tasmeea Rahman
Data Analytics & Engineering Training Specialist"Tasmeea was an excellent teacher. Very pleasant, willing to assist and answer concerns, and continuously asked how she could assist more. She made the course enjoyable as well as informative."
"Thank you so much for your invaluable guidance. I really enjoyed it and appreciated how much fun you made it! I feel much more equipped to cope with difficult challenges."
"The training was both fascinating and beneficial. Many members of the staff commented on how useful it was. Tasmeea delivers the topic with authority, wit, and passion."
Corporate Pricing
Pax:
Training Provider Pricing
Pax:
Features
Target Audience
Methodologies
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
- Public pricing: applies for individuals signing up from different companies.
- Corporate pricing: applies if a company wants to have an intake for its employees only.
- Training provider pricing: applies only for other training providers looking to hire our trainers and use our content. Our content has a licensing fee.
We will keep you updated on the status of the intake after you enroll.
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