Creative Machine Learning - Draw and Paint with 3 Neural Network Projects
Learn deep learning and artificial intelligence by teaching a 'brain' how to mimic and generate art.
Dive into the fascinating world of machine learning and neural networks with this comprehensive course. Starting from foundational concepts like machine learning, deep learning, neural networks, and unsupervised learning, you'll explore the various types of machine learning models and how they learn. Gain hands-on experience by building, visualizing, and training datasets for real-world applications.
Discover the intricacies of generative and convolutional neural networks, from constructing layers like Dense, Batch Normalization, and Leaky ReLU to advanced techniques like Transposed Convolution and TanH Activation Functions. Learn to create a generator, discriminator, and optimize performance using tools like the Adam Optimizer.
The course culminates in an exciting style transfer project, where you'll use machine learning to blend artistic styles into images. With practical exercises, you'll build and train neural networks, visualize results, and master cutting-edge AI techniques, empowering you to create impactful and innovative projects.
Your Instructor
Alexandra Kropf is Mammoth Interactive's CLO and a software developer with extensive experience in full-stack web development, app development and game development. She has helped produce courses for Mammoth Interactive since 2016, including the Coding Interview series in Java, JavaScript, C++, C#, Python and Swift.
Mammoth Interactive is a leading online course provider in everything from learning to code to becoming a YouTube star. Mammoth Interactive courses have been featured on Harvard’s edX, Business Insider and more.
Over 12 years, Mammoth Interactive has built a global student community with 4 million courses sold. Mammoth Interactive has released over 350 courses and 3,500 hours of video content.
Founder and CEO John Bura has been programming since 1997 and teaching
since 2002. John has created top-selling applications for iOS, Xbox and
more. John also runs SaaS company Devonian Apps, building
efficiency-minded software for technology workers like you.
Course Curriculum
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Start00. Intro To Course And Python (9:57)
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Start01. Variables (19:19)
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Start02. Type Conversion Examples (10:06)
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Start03. Operators (28:54)
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Start04. Collections (8:24)
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Start05. List Examples (19:41)
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Start06. Tuples Examples (8:36)
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Start07. Dictionaries Examples (14:26)
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Start08. Ranges Examples (8:32)
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Start09. Conditionals (6:43)
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Start10. If Statement Examples (21:32)
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Start11. Loops (29:42)
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Start12. Functions (17:01)
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Start13. Parameters And Return Values Examples (13:54)
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Start14. Classes And Objects (34:11)
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Start15. Inheritance Examples (17:29)
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Start16. Static Members Examples (11:05)
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Start17. Summary And Outro (4:08)