Building Intelligent Generative Models

“Generative AI turns data into art, code into creation, and vision into reality.”

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Course Details

Attribute Details
Duration 12 weeks
Training Level Beginner to Advanced
Sessions Interactive live teaching sessions
Doubt Clearing Sessions Twice a week
Certification Training completion certificate
Course Materials Access to recorded sessions and resources
Support 24/7 support via email and chat

Generative AI Curriculum

- Overview of AI and Machine Learning
- What is Generative AI?
- Applications of Generative AI in different industries
- Introduction to AI models: GANs, VAEs, and Diffusion models

- Introduction to Neural Networks
- Understanding activation functions, layers, and backpropagation
- Training deep networks: Gradient descent and optimization techniques
- Deep learning frameworks (TensorFlow, PyTorch)

- Introduction to GANs: Generator and Discriminator
- Training GANs and challenges
- Applications of GANs: Image generation, art creation
- Variants of GANs: DCGANs, CycleGANs, StyleGAN

- Introduction to Autoencoders and VAEs
- Architecture and training of VAEs
- Applications of VAEs: Image generation, anomaly detection
- Differences between GANs and VAEs

- Introduction to NLP and language models
- Transformers and attention mechanism
- Pretrained models for text generation: GPT, BERT
- Fine-tuning models for specific tasks

- Techniques for generating images using GANs and VAEs
- Neural Style Transfer and DeepDream
- Applications in art, fashion, and entertainment
- Ethical implications of AI-generated content

- Generating music with AI: Recurrent Neural Networks (RNNs) and LSTMs
- Audio synthesis and deep learning models for audio generation
- Applications in music production and sound design
- Overview of tools: OpenAI’s Jukedeck, Google’s Magenta

- Addressing bias in AI-generated content
- Ethical use of AI in media and entertainment
- Privacy concerns and data ownership
- Responsible AI development and regulation

- Self-supervised learning in generative models
- Advanced architectures for Generative AI
- Exploring new frontiers in AI: Deep reinforcement learning
- AI in creative fields: AI-generated art and storytelling

- The future of AI and automation
- Challenges and opportunities for Generative AI
- Real-world applications and industry trends
- The evolving role of AI in creativity and innovation

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Frequently Asked Questions

What is an online training program?

An online training program is a learning experience delivered over the internet. It includes instructional materials, live sessions, and assessments that can be accessed remotely from anywhere.

How do I enroll in the program?

You can enroll in our online training programs by visiting our website, selecting the course, and filling out the registration form. After registration, you'll receive a confirmation email with further details.

Do I need any specific software or equipment?

For most online training programs, you'll need a computer or mobile device with an internet connection. Some courses may require additional software, which will be mentioned in the course details.

Are the online programs live or pre-recorded?

Our online training programs include both live sessions and pre-recorded content. You’ll have access to live sessions with instructors as well as recorded materials that you can review at your own pace.

Can I interact with the instructor during the course?

Yes, you can interact with the instructor during live sessions through chat or Q&A. Some courses also include discussion forums for continuous interaction.

How do I get support during the course?

We offer 24/7 support through email and chat. Additionally, live doubt-clearing sessions are available twice a week to help you with any questions.

What if I miss a live session?

Don't worry! All live sessions are recorded and available for you to watch at your convenience. You can access them anytime.

Is there a certificate upon completion?

Yes, you will receive a certificate of completion after successfully finishing the course requirements.

Can I access the course material after the course ends?

Yes, you will have lifetime access to the course material, including recordings and resources, even after the course has concluded.

Are there any prerequisites for the courses?

Each course has specific prerequisites. Some courses are designed for beginners, while others require prior knowledge in certain subjects. Please check the course details for any prerequisites.

How can I contact customer support?

You can contact our customer support team via email, chat, or phone, available on our website's contact page.