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Developing Generative AI Applications using Python
Course
Developing Generative AI Applications using Python
Build in-demand skills in generative AI application development and get hands-on experience creating intelligent chatbots and apps using popular LLMs, RAG technology, and IBM watsonx.
Flexible Schedule
Intermediate Level
Mentor Support
Estimated Time
Course Outline
Video: Course Introduction
Reading: General Information
Course Syllabus and Prerequisites
Reading: Helpful Tips for Course Completion
Video: Generative AI Models
Video: Foundation Models
Grading Scheme
Module Introduction and Learning Objectives
Video: Project Overview: Image Captioning with Generative AI (3:12)
Video: Hugging Face (5:03)
Reading: BLIP from Hugging Face Transformers
Reading: Introduction to Gradio
Lab: Give Meaningful Names to Your Photos with IMG Captioning AI
[Optional] Lab: Deploy your App with Code Engine
Module Summary: Image Captioning with Generative AI
Module 1 Graded Quiz: Image Captioning with Generative AI (7 Questions)
Module Introduction and Learning Objectives
Video: Project Overview: Create Your Own ChatGPT-like Website (4:14)
Reading: Flask – A Gateway to Web Development in Python
Lab: Create Simple Chatbot with Open Source LLMs using Python and Hugging Face
Lab: Integrating Your Chatbot into a Web Application
Module Summary: Create Your Own ChatGPT-Like Website
Module 2 Graded Quiz: Create Your Own ChatGPT-like Website (7 Questions)
Module Introduction and Learning Objectives
Video: Project Overview: Create a Voice Assistant
Video: Introduction to Docker (3:30)
Reading: IBM Watson Speech-to-Text and Text-to-Speech
Lab: Create a Voice Assistant with OpenAI's GPT-3 and IBM Watson
Module Summary: Create a Voice Assistant
Module 2 Graded Quiz: Create Your Own ChatGPT-like Website (7 Questions)
Module Introduction and Learning Objectives
Video: Project Overview: Generative AI-Powered Meeting Assistant (3:25)
Video: IBM watsonx.ai (5:33)
Reading: Introduction to Meta Llama 2
Reading: Introduction to OpenAI Whisper
Lab: Business AI Meeting Companion
Module Summary: Generative AI-Powered Meeting Assistant
Module 4 Graded Quiz: Generative AI-Powered Meeting Assistant (7 Questions)
Module Introduction and Learning Objectives
Video: Project Overview: Summarize Your Private Data with Generative AI & RAG (4:21)
Reading: Introduction to LangChain
Video: Enhancing LLM Accuracy with RAG
Reading: Introduction to Llama 2 and RAG
Lab: Business AI Meeting Companion
Module Summary: Summarize Your Private Data with Generative AI
Module 5 Graded Quiz: Summarize Your Private Data with Generative AI (7 Questions)
Module Introduction and Learning Objectives
Video: Introduction to Project: Babel Fish with LLM and STT TTS (3:37)
Lab: Babel Fish (Language Translator) with LLM, STT, & TTS
Module Summary: Babel Fish with LLM and STT TTS
Module 6 Graded Quiz: Babel Fish with LLM and STT TTS (7 Questions)
Glossary: Building GenAI- Powered Apps with Python
Why Learn with SkillUp Online?
We believe every learner is an individual and every course is an opportunity to build job-ready skills. Through our human-centered approach to learning, we will empower you to fulfil your professional and personal goals and enjoy career success.
Reskilling into tech? We’ll support you.
Upskilling for promotion? We’ll help you.
Cross-skilling for your career? We’ll guide you.
Personalized Mentoring & Support
1-on-1 mentoring, live classes, webinars, weekly feedback, peer discussion, and much more.
Practical Experience
Hands-on labs and projects tackling real-world challenges. Great for your resumé and LinkedIn profile.
Best-in-Class Course Content
Designed by the industry for the industry so you can build job-ready skills.
Job-Ready Skills Focus
Competency building and global certifications employers are actively looking for.
Type of certificate
IBM Certificate
About this course
06 Modules
03 Skills
Includes
Discussion space
08 Hands-on labs
06 Graded quizzes
Create
Simple Chatbot
Voice Assistant
Exercises to explore
Integrating Your Chatbot into a Web Application
Business AI Meeting Companion
Babel Fish (Language Translator) with LLM, STT, & TTS
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