Foundation for Generative AI

Just enough AI Fundamentals for Generative AI

Duration

7.5 Hours

Level

Basic Level

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In this workshop, participants will embark on an overview journey of Deep Learning, Azure AI, and the Evolution of Natural Language Processing (NLP). Designed to provide both conceptual understanding and practical application, this workshop lays the foundation for “Generative AI for Developers” learning path.

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Developers and software engineers interested in learning GenerativeAI
AI enthusiasts and professionals aiming to build intelligent and innovative solutions
Even Data scientists and machine learning practitioners seeking to enhance their skills in working with OpenAI models

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DeepLearning

DeepLearning Basics & Artificial Neural Network Overview
Building the Vocabulary – Terms & Concepts
Training the Neural Networks
Key Types of Neural Networks – CNN, RNN, LSTM, GANs
Lab(s): Working with Neural Networks

Deep Learning on Azure

Azure AI Framework
Various ways to develop AI Applications on Azure
Examples of each of the options
Getting started with Azure AI
Lab(s): Getting started with Azure OpenAI Studio

Evolution of Natural Language Processing

- Introduction to NLP
- Rule-Based Approaches: Keyword matching and grammar rules
- Statistical Methods: n-grams
- Machine Learning for tasks like part-of-speech tagging, named entity recognition
- Word embeddings: Word2Vec, GloVe for semantic relationships
- Attention Mechanisms: Machine translation, text summarization, sentiment analysis
- Transformers: Architecture, self-attention, pre-trained language models like BERT, GPT
  - Skip Connections and Layer Norm
  - Feed-forward Layer
  - Transformer hyperparameters and Why they work so well
  - BERT, T5 , GPT
- Lab(s): NLP use cases with key approaches

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No prior knowledge of Generative AI is required
Familiarity with the fundamentals of Data and Azure cloud
Knowledge of Jupyter Lab or Google Colaboratory notebooks
Hands-on experience with Python programming language will be a plus

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Foundation for Generative AI

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