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Generative AI Foundations

This hands-on Generative AI (GenAI) training course teaches attendees the fundamentals of GenAI, giving participants the skills to apply these powerful technologies to real-world scenarios. The...

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$3,000 USD
Duration 3 days
Course Code WA3497
Available Formats Classroom

Overview

This hands-on Generative AI (GenAI) training course teaches attendees the fundamentals of GenAI, giving participants the skills to apply these powerful technologies to real-world scenarios. The course introduces attendees to key concepts, terms, tools, GenAI prompt engineering, building a simple chatbot, and data analysis with OpenAI. This training teaches participants the core ideas and connects the conceptual dots behind GenAI. Students will reinforce their theoretical knowledge of the topics by working through numerous hands-on exercises and labs.

Prerequisites

Basic knowledge of Python and calling API Endpoints.

Course Details

Day 1

Introduction to Generative AI

  • Generative AIʼs Roots in Machine Learning
  • Understanding Language models
  • Word Embeddings and Language Encoding
  • Contrasting Generative and Discriminative Models
  • The first generative Models
  • Variational AutoEncoders
  • Generative Adversarial Networks (GAN)s
  • The original LLM models (text-based) – from BERT to GPT
  • Scope of Current Cloud- and Offline-Based LLMʼs
  • Lab: Accessing primitive vs modern LLMs to understand core limitations of LLMs

Generative AI Architecture

  • Transformers Architecture
  • Generative Pre-Trained Transformers (GPT)
  • Lab: Loading and Accessing GPT-2

Day 2

Prompt Engineering

  • Prompting Basics - What Prompting is and Why it Matters
  • Prompt Engineering Techniques
  • Zero-shot, Few-Shot, and more
  • Formatting Prompts
  • Lab: Accessing Closed-Source LLM Playground to test Prompt Engineering Techniques

Prompt Engineering with OpenAI

  • API Accessing OpenAI GPT Models
  • Creating a simple Chatbot
  • Building a comprehensive Prompting workflow
  • Lab: Building a simple Chatbot with Python using OpenAI API

Iterative Prompt Engineering for Development

  • Pair Programming to improve Software Development
  • Prompt Engineering as a new type of “programmatic” workflow
  • Charting and executing a Prompt Engineering Workflow for task automation
  • Lab: Building a simple task automation workflow/script with Generative AI

Day 3

Advanced Prompt Types

  • Accelerating Business need with Prompt Engineering
  • Advanced Pair Programming PE-accelerated Development (Code Assistance Tools)
  • Prompt Templates

Advanced Applications of Prompt Engineering and LLMʼs

  • Vision-based LLMs - Text to Image and Image Captioning
  • DALLE3
  • GPT4-Vision
  • Voice to Text and Text-to-Speech applications for Audio processing

Case Studies and Real-World Applications

  • Generative AI for Text Generative
  • AI for Media Generative
  • AI for Code
  • Lab: GPT4-Vision Lab with DALLE3

Data Analysis with OpenAI ChatGPT API

  • Threading, AI Assistants
  • Function Callbacks
  • Lab: Analyzing Public Dataset and Documents with AI Assistants

Roadmap to Enterprise Grade Generative AI Applications

  • Application Design Building Blocks
  • Use Cases of LLM Based Applications
  • Retrieval Augmented Generation
  • Fine-Tuning
  • Lab: Exploration and Brainstorm with your team to prepare for future work-streams related to Generative AI

Schedule

FAQ

Does the course schedule include a Lunchbreak?

Classes typically include a 1-hour lunch break around midday. However, the exact break times and duration can vary depending on the specific class. Your instructor will provide detailed information at the start of the course.

What languages are used to deliver training?

Most courses are conducted in English, unless otherwise specified. Some courses will have the word "FRENCH" marked in red beside the scheduled date(s) indicating the language of instruction.

What does GTR stand for?

GTR stands for Guaranteed to Run; if you see a course with this status, it means this event is confirmed to run. View our GTR page to see our full list of Guaranteed to Run courses.

Does Ascendient Learning deliver group training?

Yes, we provide training for groups, individuals and private on sites. View our group training page for more information.

What does vendor-authorized training mean?

As a vendor-authorized training partner, we offer a curriculum that our partners have vetted. We use the same course materials and facilitate the same labs as our vendor-delivered training. These courses are considered the gold standard and, as such, are priced accordingly.

Is the training too basic, or will you go deep into technology?

It depends on your requirements, your role in your company, and your depth of knowledge. The good news about many of our learning paths, you can start from the fundamentals to highly specialized training.

How up-to-date are your courses and support materials?

We continuously work with our vendors to evaluate and refresh course material to reflect the latest training courses and best practices.

Are your instructors seasoned trainers who have deep knowledge of the training topic?

Ascendient Learning instructors have an average of 27 years of practical IT experience and have also served as consultants for an average of 15 years. To stay current, instructors spend at least 25 percent of their time learning new, emerging technologies and courses.

Do you provide hands-on training and exercises in an actual lab environment?

Lab access is dependent on the vendor and the type of training you sign up for. However, many of our top vendors will provide lab access to students to test and practice. The course description will specify lab access.

Will you customize the training for our company’s specific needs and goals?

We will work with you to identify training needs and areas of growth.  We offer a variety of training methods, such as private group training, on-site of your choice, and virtually. We provide courses and certifications that are aligned with your business goals.

How do I get started with certification?

Getting started on a certification pathway depends on your goals and the vendor you choose to get certified in. Many vendors offer entry-level IT certification to advanced IT certification that can boost your career. To get access to certification vouchers and discounts, please contact info@ascendientlearning.com.

Will I get access to content after I complete a course?

You will get access to the PDF of course books and guides, but access to the recording and slides will depend on the vendor and type of training you receive.

How do I request a W9 for Ascendient Learning?

View our filing status and how to request a W9.

Reviews

ExitCertified was a great. They gave me all the materials and information I needed ahead of time to prepare for the course.

The instructor was thorough and they also provided hands-on demonstrations with labs.

The class covered the concepts needed for the AWS Cloud Practitioner Certification.

Instructor knew her stuff. Long time in the industry. Course was easy to follow and very informative.

the course is good, covers many aspects, wish the lab is a little bit more in depth