Leveraging Generative AI APIs E-Learning

Generative AI APIs have revolutionized artificial intelligence, empowering developers to utilize pre-trained models for various practical and creative purposes. These APIs provide access to robust language models, enabling text generation, language translation, question answering, and artistic content creation. Integrating generative AI APIs automates content creation, enhances conversational AI, improves customer support with chatbots, assists in language translation, and generates personalized recommendations.

In this learning journey, learners will delve into the world of generative AI APIs and explore their potential for practical applications. The journey is divided into three learning paths covering different generative AI aspects. The first path focuses on the fundamentals of generative AI APIs, providing a solid foundation for understanding their usage and integration. The second path dives into harnessing the capabilities of OpenAI APIs, equipping learners with advanced techniques and applications. The final path explores the capabilities of Google's generative AI APIs, with a specific focus on the Bard API, enabling learners to optimize its usage and leverage its advanced features. By the end of the journey, learners will have the knowledge

This Learning Kit with more than 9 hours of learning is divided into three tracks:

Track 1: Fundamentals of Generative AI APIs for Practical Applications

In this track of the Leveraging Generative AI APIs Skillsoft Aspire journey, the focus will be on Generative AI for practical applications.
E-learning courses (1 hours +):

Generative AI APIs for Practical Applications: An Introduction

Course: 1 Hour, 14 Minutes

• Course Overview
• What Is Generative Artificial Intelligence (AI)?
• History and Future of Generative AI
• Applications of Generative AI
• Ethical Concerns of Generative AI
• Safety, Security, and Privacy Concerns of Generative AI
• Available Generative AI Application Programming Interfaces (APIs)
• Best Practices for Using Generative AI
• Generating Images with Generative AI
• Generating Text with Generative AI
• Integration of Generative AI
• Challenges of Integrating Generative AI
• Creating a Generative AI Chatbot
• Course Summary

Track 2: Harnessing OpenAI APIs for Powerful Application Solutions

In this track of the Leveraging Generative AI APIs Skillsoft Aspire journey, the focus will be on OpenAI.
E-learning courses (3 hours +):

OpenAI API: Introduction to the OpenAI API

Course: 1 Hour, 17 Minutes

• Course Overview
• Generative Pre-trained Transformer (GPT) and OpenAI
• Creating an OpenAI Account and API Key
• Security, Privacy, and Best Practices for Using OpenAI
• Tokens, Pricing, and Limits in OpenAI Usage
• OpenAI Models
• OpenAI API Endpoints
• Working with Text Completion
• Handling Responses and Errors
• Applying Techniques to Improve Results
• Translation API Features
• Translating to and from English Using the Translation API
• Organization API Usage Best Practices
• Course Summary

OpenAI API: Text, Image, & Audio Generation with OpenAI

Course: 1 Hour, 17 Minutes

• Course Overview
• Advanced Text Generation with OpenAI
• Using OpenAI Text Generation with Long Inputs
• OpenAI's Image Generation Techniques
• Generating Images with OpenAI
• Using Image Masks to Generate Images with OpenAI
• Object Recognition in Images with OpenAI CLIP
• Open AI Speech Recognition
• Converting Audio to Text with OpenAI
• Text-to-speech with OpenAI
• Audio Speech Translation with OpenAI
• Translating Audio Speech to and from English with OpenAI
• Improving Audio Translation with OpenAI Prompts
• Course Summary

OpenAI API: Code, Relatedness, & Fine-tuning with OpenAI

Course: 1 Hour, 22 Minutes

• Course Overview
• OpenAI Code Generation and Completion API
• Using Code Generation and Completion
• Applying Code Augmentation Features
• Using Sentiment Analysis on Text
• OpenAI Embeddings and Relatedness
• Using Embeddings for Clustering and Recommendations
• Generating Similarity Measurements and Classifications
• OpenAI Fine-tuning
• OpenAI Fine-tuning for Classification
• OpenAI Fine-tuning for Triage Email
• Creating a Simple Customer-facing Chatbot
• Fine-tuning Chatbots
• Course Summary

Track 3: Exploring the Capabilities of Google Generative AI APIs

In this track of the Leveraging Generative AI APIs Skillsoft Aspire journey, the focus will be on exploring Google Bard.
E-learning courses (5 hours +):

Google Generative AI APIs: Introduction to Google Bard

Course: 1 Hour, 12 Minutes

• Course Overview
• What is Google Bard?
• Bard Features
• Distinguish between LaMDA, PaLM, and Bard
• Bard vs. Other Conversational AIs
• Ethics and Privacy
• Security, Limitations, and Best Practices
• Requirements to Create an Account and Use Bard
• Creating a Bard Account
• Exploring the Bard Web Interface
• Using Bard to Answer Questions
• Creating Written Content with Bard
• Using Bard via Voice and Audio
• Course Summary

Google Generative AI APIs: Bard Fundamentals

Course: 1 Hour, 24 Minutes

• Course Overview
• Handling Images in Bard
• Identifying Objects in Images
• Introduction to Bard Application Programming Interface (API)
• Creating a Story, Poem, and Song Lyric
• Creating or Completing a Blog or Marketing Copy
• Creating Outlines or Summaries
• Rewriting Text with a Specific Tone
• Translation with Bard
• Translating English to Another Language
• Translating Foreign Language Content to English
• Translating a Website to or from English
• Sharing Bard Code Responses
• Sharing Bard Responses with Google Services
• Course Summary

Google Generative AI APIs: Bard & the PaLM API Fundamentals

Course: 1 Hour, 10 Minutes

• Course Overview
• Data Analysis Capabilities of Bard
• Using Bard to Analyze Data
• Outputting Formatting for Data
• What is Pathways Language Model (PaLM)?
• PaLM API Features
• Creating and Verifying the Use of a PaLM API Key
• Supported Coding Languages and Libraries
• PaLM API Model Variations
• PaLM API Endpoints
• Using the PaLM API
• Generating Text, Poems, or Stories via the API
• Translating Text to and from English via the API
• Course Summary

Google Generative AI APIs: Advanced Features of Bard & PaLM

Course: 1 Hour, 21 Minutes

• Course Overview
• Comparing Code between Languages
• Fixing Bugs and Adding Comments to Code
• Python Client API Library for PaLM
• Using Python and PaLM API
• Working with Python and PaLM API Chat with Context
• Safety Filter Thresholds
• Using the Safety Filters to Check Content
• Adjusting Parameters Programmatically
• Troubleshooting Common Problems When Using Bard
• Using Optimization Techniques
• Improving Security and Integration with OAuth 2.0
• Creating a Chatbot
• Course Summary

Assessment:

• Final Exam: Leveraging Generative AI APIs