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Introduction to Generative AI for Developers

This Introduction Generative AI (GenAI) training teaches developers how to build intelligent, scalable applications using GenAI and large language models (LLMs). Skills Gained Understand the...

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$1,895 USD
Duration 3 days
Course Code WA3508
Available Formats Classroom

Overview

This Introduction Generative AI (GenAI) training teaches developers how to build intelligent, scalable applications using GenAI and large language models (LLMs).

Skills Gained

  • Understand the architecture and capabilities of Large Language Models (LLMs)
  • Integrate LLMs into applications using popular frameworks like LangChain, OpenAI, HuggingFace, and LlamaIndex

Prerequisites

Practical experience in Python (at least 6 months), including:

  • Data Structures, Functions, Control Structures
  • Exception Handling, File I/O, async, concurrency (recommended)

Course Details

Outline

Introduction

LLM Foundations

  • Introduction to Generative AI for Software Development
  • Generative Models and their Use Cases
  • Transformer architecture and its impact on LLM performance
  • LLM Training Process - pre-training, fine-tuning, and reinforcement learning
  • Exploring Real-World LLM Applications

Speaking to LLMs: Prompt Engineering

  • Prompt Engineering Introduction
  • Techniques for creating effective prompts
  • Zero-Shot Learning, Few-Shot, and Chain-of-Thought
  • Prompt Engineering for Developers
  • Leverage LLMs for code generation, completion, and analysis
  • Best practices for prompt design and optimization in a development context
  • Optimize prompting workflows for next-generation scripting
  • Handle and process LLM-generated code
  • Integrate prompts into development pipelines

Accessing LLMs via APIs

  • Accessing GPT 3.5 and GPT 4 via the OpenAI API
  • Roles and Conversation Threading
  • Popular LLMs, APIs, and Libraries - Generative AI Tech Stack
  • LangChain for Integration
  • Closed-Source LLMs vs Open-Source LLMs
  • Chat Agents for Querying Developer Documentation via API

Enhancing LLMs with Fine-Tuning

  • State of the Art Open-Source LLMs
  • Building Pipelines with HuggingFace Transformers Library
  • Fine-Tuning with the Hugging Face Transformers library and code-specific data

Conclusion

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

I found this course informative. It was easy to follow and provided some good information.

This was a good program to get prepared for the solutions architect associate exam.

Instructor, Training material & span of the training is neatly planned.

Good training material and good instruction. More time needs to be provided for the lab work.

had a good time with the course, however some topics were left out due to the compact amount of time for training.