Creative AI - Mastering Image Generation with Python Diffusion Networks
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Skill level
All levels
02
Sections
11
03
Lectures
27
04
Instructor
John Bura
What's inside
This course includes.
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11
Sections
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27
Lectures
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22
Resources
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Certificate of completion
Included
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Mobile and desktop access
Included
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AI learning assistance
Included
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Course content
Curriculum & lectures.
+ 01 Reshape image data for NN 3 lectures
01 Preprocess image data with Python
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02 Load flower image dataset in Colab
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03 Reshape image data with Python
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+ 02 Calculate Kernel Inception Distance 2 lectures
01 Calculate Kernel Inception Distance in Python
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02 Update Kernel State with Keras
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+ 03 Build downsampling and upsampling with Keras 2 lectures
01 Build residual block with Python
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02 Build down and up blocks with Keras
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+ 04 Build a CNN with Keras 2 lectures
01 Build sinusoidal embedding with TensorFlow
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02 Build a CNN for image generation
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+ 05 Build a diffusion model for image generation 4 lectures
01 Build a diffusion schedule with TensorFlow
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02 Denoise images in Python
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03 Build a diffusion model for image generation
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04 Build reverse diffusion algorithm
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+ 06 Generate images with diffusion 3 lectures
01 Generate images with diffusion
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02 Build training step for model
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03 Build Keras model test step
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+ 07 Train and visualize image generation model 2 lectures
01 Run model training for diffusion image generation
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02 Visualize image generation results
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+ 08 What are diffusion models 3 lectures
01 What are diffusion models
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02 What is the diffusers library
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03 What is stable diffusion
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+ 09 Image generation with Stable Diffusion Python 1 lecture
01 Load Stable Diffusion model in Colab
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+ 10 Image to image translation with Stable Diffusion Python 3 lectures
01 Load pretrained image translation model
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02 Preprocess original image for translation with Python
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03 Generate image variant with prompt
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+ 11 Inpainting with Stable Diffusion Python 2 lectures
01 Load images for inpainting
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02 Generate inpainted image with prompt
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Instructors
Taught by people who ship.
John Bura
Founder and CEO of Mammoth Club and Course Pro, the #1 AI-powered Learning Management System for course and content development, training and evaluation.
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