Deep Learning Models

**Enroll in the Complete Course on Generative AI: Beginner to Pro with OpenAI & Azure OpenAI:**

This course provides a foundational understanding of AI, covering basic concepts and advanced topics such as Machine Learning, Deep Learning, Generative AI, and Large Language Models (LLMs) like ChatGPT and Azure OpenAI.

**Course Modules:**

### AI Concepts & Workloads
- **Introduction to AI:** Benefits, types of AI workloads, and the differences between AI, ML, and DL.
- **Quiz:** AI Concepts Quiz

### Machine Learning
- **Real-World Applications:** Key terminologies, supervised vs. unsupervised learning, and reinforcement learning.
- **Jupyter Notebook Demos:** Understanding the IRIS dataset and creating & training ML models.

### Deep Learning
- **Deep Learning Overview:** Neural networks, deep learning models, and transformer models.
- **GANs Demo:** Creating and training deep learning models, including deep fake videos.

### Generative AI
- **Introduction to Generative AI:** Differences between predictive and generative AI, GPT-3 vs. GPT-4, embeddings, and vector databases.
- **Prompt Engineering:** Understanding and applications.

### AI Infrastructure
- **GPU vs. CPU:** High-performance computing, RDMA cluster network.
- **Demos:** Comparing CPU and GPU performance.

### OpenAI
- **Introduction to OpenAI:** Understanding ChatGPT, various models, tokens, and pricing.
- **API Demos:** Making API calls, creating embeddings, image generation with DALL·E, and speech-to-text conversion.

### Azure OpenAI
- **Overview of Azure OpenAI:** History, available models, limits, quotas, and pricing.
- **Azure OpenAI Studio:** Using the Chats and Completions playgrounds.
- **Demos:** Creating images with DALL-E and integrating with Azure AI Search for personalized data queries.

### Azure OpenAI Fine Tuning
- **Introduction to Fine Tuning:** Use cases, regions, and models.
- **Demos:** Creating and deploying fine-tuned models, and querying them.

### Azure OpenAI Content Filtering
- **Content Filtering Overview:** Categories covered, jailbreak/prompt shield.
- **Demo:** Impact of content filtering.

Join us to master the essentials and advanced techniques in Generative AI with hands-on demos and comprehensive tutorials.

---

Feel free to use this description for your YouTube video to give viewers a clear and engaging overview of your course.