Introduction to Generative AI

This introductory-level microlearning course explains what Generative AI is, how it is used, and how it differs from traditional machine-learning methods. It also covers Google Tools to help you develop your own Gen AI apps.

Transcript

1. Introduction to Generative AI introductory level microlearning course aimed at explaining what Generative AI is, how it is used, and how it differs from traditional machine learning methods. Created on 7 February 2024 by Thaw Zin Toe
2. AI 2 AI is a computer system that can be smart in a way similar to humans, intelligence agents know as Abilities 01 Reason 02 Learn Think & Solve Problems 03 Act Autonomously Make decisions and take actions independently Improve their knowledge and skills from experience
3. What is difference AI vs ML 3
4. What is Generative AI 4 AI ML Artificial Intelligence Machine Learning is a discipline Subfield of AI
5. 5 Artificial Intelligence • is a discipline • Do with theory and methods to build machines • Think and act like humans
6. 6 Machine Learning • Subfield of AI • Trains a model from input data • Gives computer ability to learn without explicit programming
7. Most common classification of ML Models 7 1. Supervised Machine Learning Trained On Labelled data. 2. Unsupervised Machine Learning Trained On Unlabelled Data 3. Deep Learning — uses artificial neural networks to process more complex patterns than traditional machine learning.
8. 8 Deep Learning is a Subset of Machine Learning. It Uses Artificial Neural Networks — allowing them to process more complex patterns than Machine Learning. Deep Learning
9. 9 1. Discriminative : Used to Classify or Predict 2. Generative : Generate new data that is similar to the data it was trained on. Eg — Next Word Prediction Two Types of Deep Learning Models
10. 10 Two Types of Deep Learning Models
11. What is Generative AI 11 not Generative AI , the output is 1. Number 2. Discrete 3. Class 4. Probability Generative AI , the output is 1. Natural Language 2. Image 3. Audio
12. What is Generative AI? 12
13. What is Generative AI 13 Content Text & Imagery Audio Synthetic Data A type of Artificial Intelligence Technology that can produce various types of
14. What is Generative AI 14
15. Generative Models 15
16. Types of Generative AI based on Input 16
17. Generative AI type based on Image Input 17
18. Generative AI type based on Text Input 18
19. Transformer powering Generative AI 19
20. Transformer Powering Generative AI 20 Transformer Encoding Component Decoding Component Howʼs it going? Generative Pre-Trained Transformer Model I am doing alright, thanks for asking, How are you Output Input Pre-Training 1. Large Amount of Data 2. Billions of Parameters 3. Unsupervised Learning
21. 21 AI Hallucinations • The model is not trained on enough data. • The model is trained on noisy or dirty data. • The model is not given enough context. • The model is not given enough constraints. Hallucinations are words or phrases that are generated by the model that are often nonsensical or grammatically incorrect. Challenges
22. Prompt Design 22
23. Prompt Design The quality of Input data determines the The quality of Output data 23 Prompting Eg. Large Language Model Summarize a Text of X Input Output Summarizing Writing Keyword Extraction
24. Model Types of Generative AI 24
25. Model Types 25
26. Model Types 26
27. Model Types 27
28. Foundation Model 28 A foundation model is a large AI model trained on extensive data, adaptable for downstream tasks like sentiment analysis, image captioning, and object recognition.
29. Vertex AI Model Garden 29 Vertex AI’s Model Garden includes PaLM API and BERT for Language, as well as Stable Diffusion for Vision.
30. PALM API 30 PaLM API provides access to Google’s LLMs for testing and experimentation, with optimized models for various use cases.
31. MakerSuite 31 MakerSuite offers a user-friendly approach for prototyping and building generative AI applications, allowing prompt iteration, dataset augmentation, and custom model tuning.
32. GenAI Studio 32 GenAI Studio facilitates the exploration and customization of GenAI models, offering pre-trained models, fine-tuning tools, and deployment resources.
33. GenAI App Builder 33 GenAI App Builder allows code-free creation of Gen AI Apps through a visual editor and drag-and-drop interface. more
34. 34 That’s it!
35. Interested to discuss further? Freely contact to me when you have some improvement in this documentation and contact to me when you not clear in this session. THANK YOU! 35 Thaw Zin Toe Mobile Developer Android thaw.toe@7peakssoftware.com +66 657344543