Premium
Opening Credits
1/7/2024
Preface
1/7/2024
Part 1 Gen AI
1/7/2024
Introduction to generative ai
1/7/2024
History of generative ai
1/7/2024
Types of generative models
1/7/2024
Types of generative models variational autoencoders (vaes)
1/7/2024
Types of generative models generative adversarial networks (gans)
1/7/2024
Types of generative models other generative models
1/7/2024
Training and fine tuning generative models
1/7/2024
Detailed math behind generative ai
1/7/2024
Detailed math behind generative ai probability distributions
1/7/2024
Detailed math behind generative ai linear algebra in generative models
1/7/2024
Detailed math behind generative ai optimization techniques
1/7/2024
Detailed math behind generative ai advanced mathematics in gans
1/7/2024
Research papers behind generative ai
1/7/2024
Research papers behind generative ai gans: generative adversarial networks
1/7/2024
Research papers behind generative ai vaes: variational autoencoders
1/7/2024
Research papers behind generative ai recent breakthroughs
1/7/2024
Generative ai tools and frameworks tensorflow for generative ai
1/7/2024
Part 2 code
1/7/2024
Introduction to code generation ai
1/7/2024
Programming language agnosticism
1/7/2024
How code generation models work
1/7/2024
How code generation models work transformer architecture
1/7/2024
How code generation models work training data and pre processing
1/7/2024
How code generation models work fine tuning for code
1/7/2024
How code generation models work natural language understanding
1/7/2024
How code generation models work context aware code suggestions
1/7/2024
How code generation models work handling ambiguity and errors
1/7/2024
Creating your own code generation model
1/7/2024
Creating your own code generation model define project scope and objectives
1/7/2024
Creating your own code generation model collect and prepare training data
1/7/2024
Creating your own code generation model choose a deep learning framework
1/7/2024
Creating your own code generation model design the model architecture
1/7/2024
Creating your own code generation model implement the model
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Creating your own code generation model train the model
1/7/2024
Creating your own code generation model test and validate the model
1/7/2024
Creating your own code generation model integrate the model into your workflow
1/7/2024
Optimizing code quality and performance
1/7/2024
Machine learning for code generation
1/7/2024
Deep learning in code synthesis
1/7/2024
Code generation for different paradigms
1/7/2024
Github copilot: revolutionizing code writing
1/7/2024
Github copilot: revolutionizing code writing autocomplete suggestions
1/7/2024
Github copilot: revolutionizing code writing context aware code completions
1/7/2024
Github copilot: revolutionizing code writing multilingual support
1/7/2024
Github copilot: revolutionizing code writing code comment generation
1/7/2024
Github copilot: revolutionizing code writing custom code snippet creation
1/7/2024
Github copilot: revolutionizing code writing code refactoring assistance
1/7/2024
Github copilot: revolutionizing code writing intelligent error handling
1/7/2024
Github copilot: revolutionizing code writing integration with ides and editors
1/7/2024
Popular code generation models
1/7/2024
Popular code generation models openai codex
1/7/2024
Popular code generation models codebert
1/7/2024
Popular code generation models tabnine
1/7/2024
Popular code generation models kite copilot
1/7/2024
Part 3 image
1/7/2024
Introduction to image generation ai
1/7/2024
Foundations of image generation
1/7/2024
Foundations of image generation understanding neural networks for image generation
1/7/2024
Foundations of image generation training strategies for image generation models
1/7/2024
Generative adversarial networks (gans)
1/7/2024
Variational autoencoders (vaes)
1/7/2024
Conditional image generation
1/7/2024
Transfer learning for image generation
1/7/2024
5 popular ai ml research papers on image generation
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5 popular ai ml research papers on image generation 1 generative adversarial nets (gans)
1/7/2024
5 popular ai ml research papers on image generation 2 progressive growing of gans for improved quality, stability, and variation
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5 popular ai ml research papers on image generation 3 stylegan: a style based generator architecture for generative adversarial networks
1/7/2024
5 popular ai ml research papers on image generation 5 cyclegan: unpaired image to image translation using cycle consistent adversarial networks
1/7/2024
Creating an image generation model from scratch
1/7/2024
Creating an image generation model from scratch step 1: define the problem statement
1/7/2024
Creating an image generation model from scratch step 2: data collection and preprocessing
1/7/2024
Creating an image generation model from scratch step 3: choose an architecture
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Creating an image generation model from scratch step 4: build and train the model
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Creating an image generation model from scratch step 5: evaluate model performance
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Creating an image generation model from scratch step 6: fine tuning and optimization
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Creating an image generation model from scratch step 7: deployment and integration
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Creating an image generation model from scratch step 8: continuous improvement
1/7/2024
Popular image generation models
1/7/2024
Popular image generation models generative adversarial networks (gans)
1/7/2024
Popular image generation models variational autoencoders (vaes)
1/7/2024
Popular image generation models pixelcnn and pixelrnn
1/7/2024
Popular image generation models cyclegan
1/7/2024
Popular image generation models biggan
1/7/2024
Popular image generation models stylegan and stylegan2
1/7/2024
Popular image generation models clip and image generation
1/7/2024
Dall e: openai's image generation model
1/7/2024
Dall e: openai's image generation model dall e architecture
1/7/2024
Dall e: openai's image generation model creative image synthesis
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Dall e: openai's image generation model applications of dall e
1/7/2024
Dall e: openai's image generation model training and fine tuning
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Dall e: openai's image generation model challenges and future directions
1/7/2024
Introduction to speech generation ai
1/7/2024
Fundamentals of speech synthesis
1/7/2024
Fundamentals of speech synthesis voice cloning
1/7/2024
Speech generation models
1/7/2024
Speech generation models generative adversarial networks (gans)
1/7/2024
Understanding the mechanics of speech generation ai
1/7/2024
Understanding the mechanics of speech generation ai text to speech (tts) architecture
1/7/2024
Understanding the mechanics of speech generation ai training data and corpora
1/7/2024
Understanding the mechanics of speech generation ai prosody modeling
1/7/2024
Understanding the mechanics of speech generation ai emotional and expressive synthesis
1/7/2024
Understanding the mechanics of speech generation ai real time processing and latency reduction
1/7/2024
Understanding the mechanics of speech generation ai fine tuning and customization
1/7/2024
Popular audio generation models
1/7/2024
Popular audio generation models wavenet
1/7/2024
Popular audio generation models tacotron
1/7/2024
Popular audio generation models gpt based audio generation
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Popular audio generation models melgan
1/7/2024
Popular audio generation models hifi gan
1/7/2024
Openai whisper speech api
1/7/2024
Openai whisper speech api automatic speech recognition (asr)
1/7/2024
Openai whisper speech api text to speech (tts)
1/7/2024
Openai whisper speech api voice cloning
1/7/2024
Openai whisper speech api language support
1/7/2024
Openai whisper speech api customization and integration
1/7/2024
Openai whisper speech api use cases and applications
1/7/2024
Generating your own voice with speech ai
1/7/2024
Generating your own voice with speech ai voice recording and dataset creation
1/7/2024
Generating your own voice with speech ai customizing the model architecture
1/7/2024
Generating your own voice with speech ai validation and iterative refinement
1/7/2024
Generating your own voice with speech ai integration into applications
1/7/2024
Generating your own voice with speech ai ethical considerations
1/7/2024
Glossary
1/7/2024
Bibliography
1/7/2024
Ending Credits
1/7/2024