What is a Vector Database ?
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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.
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