Generative AI Fundamentals

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ByEPAM Systems

Learn core AI concepts, explore transformer architecture, and tackle the challenges of large language models.

Skills covered

Generative AI Fundamentals

$20$8075%

Money-back guarantee — 30 days after purchase

The course includes:

2.5 learning hours
16 theory lessons
8 self-check quizzes

Course rating
4.5 / 5
Course format
Self-paced course
Course level
Basic to intermediate
Course language
English

Knowledge you will gain

Core AI concepts

Learn essential AI concepts like machine learning, deep learning, and natural language processing.

Tokenization and transformers

Dive into the transformer architecture and the tokenization process, crucial for effective AI data processing.

Navigating LLM limitations

Understand the limitations of large language models and discover strategies to mitigate these issues.

AI industry overview

Identify key AI industry vendors and cloud service providers to understand the GenAI operational environment.

Enhancing LLM capabilities

Explore various plugins and approaches to expand the functionalities of large language models.

Real-world AI applications

Examine case studies across different industries to see how AI technologies are implemented and the impact they create.

Study plan

16 theory lessons
8 quizzes
2.5 hours

1Introduction

4 min

Introduction to Generative AI

2Key Concepts and Terms in AI

10 min

3Types of Language Models

8 min

4Tokens

7 min

5How LLMs Work

10 min

6Prompts

10 min

7Limitations of LLMs

5 min

8Cognitive Constraints and Interaction Challenges

13 min

9Security Risks

7 min

10Privacy and Legal Concerns

9 min

11LM Landscape. Leading Vendors and Cloud Service Provider

12 min

12Language Model Parameters

10 min

13Benchmarks

6 min

14Enhancing LLM Capabilities with Plugins

7 min

15Retrieval-Augmented Generation (RAG)

15 min

16Applications and Use Cases of AI

10 min

Course experts

Alesia Petrenko
Content Specialist
Specializes in developing learning solutions in AI and technical fields, focusing on integrating AI agents into educational content.
Yury Barsukou
Quality Engineering Manager I
Experienced quality engineering manager with 15+ years in IT. Expert in team management, GenAI integration, and driving technological advancements.
Oleg Tsal-Tsalko
Senior Solution Architect
AWS-certified solution architect with over 5 years in cloud computing and microservices. Dedicated to IT advancement through education and community involvement.
Aliaksandr Lyskavets
Lead Internal Auditor
IT auditor with 10+ years in IT compliance and security standards. Proficient in security standards, server administration, and cloud auditing.
Levon Dadayan
Software Testing Team Leader
Team leader for software testing with 10+ years in testing, prompt engineering, delivery, and project management. Skilled in prompt engineering, AI tools, AI coaching, and AI adoption for projects.
Alexey Shcheglov
Project Manager
Project Manager with 20+ years in software, transforming best engineering practices into actionable courses, head of EngX educational programs.
Vladislav Vorobev
Solution Architect
Co-founder of AI Garage and solution architect with 15+ years in software development. Specializes in AI, cloud solutions, and Java. Leads Java and architecture at EPAM Spain.
Danila Chizhmakov
Senior Project Manager, MBA
Experienced IT professional, passionate about modern technology and helping others in identifying valuable opportunities and adapting successfully to the future.
Ekaterina Abashicheva
Senior BI Analyst
Seasoned business analyst with 11+ years in IT. Expert in agile, scrum, requirements implementation, and data modeling. Skilled in managing teams and stakeholder communication.
Nikolai Popov
Lead BI Analyst
Lead BI Analyst with a PhD in geoinformatics, experienced in business, technology, and design. Expert in generating data-driven insights and managing the full product lifecycle.
Maksym Korniichuk
Lead Content Specialist
Content specialist skilled in instructional design, LMS administration, financial and project management. Proficient in digital marketing, Agile practices, coaching, and facilitation.
Roman Tehlivets
Product Manager
Innovative product manager with a strong technical background and successful product launches in the USA and EU. Specializes in AI, prompt engineering, machine learning, and cryptocurrency.
Pavel Kachalov
Lead Software Engineer
Experienced IT professional skilled in Python, data engineering, PySpark, Snowflake, and cloud technologies. Experienced in data governance, CI/CD, agile, and code quality.
Andras Ludanyi
Senior Business Analyst
Business analyst and product owner with 8 years in software development, delivering customer needs, optimizing processes, and maximizing value across digital and physical value chains.
Ilya Verbilo
Director, Project Management
Program manager with 18 years in IT, leading large-scale technology programs across multiple locations. Skilled in SDLC, risk mitigation, and executive communication.
Rafael Munoz
Lead Systems Engineer
Software engineering expert with 25+ years in cloud migrations and digital transformations, specializing in CI/CD automation and FinOps. Leads global teams and uses GenAI to enhance collaboration.
Volodymyr Prudnikov
Software Engineering Manager
Delivery manager with over 12 years, specializing in scrum, kanban, and delivering high-quality solutions on time. Certified EngX expert.
Rajeev Turlapati
Senior Agile Coach
Transformation Consultant and Agile Coach with 22+ years of experience. Expert in SAFe, scrum, and cloud architecture (AWS, GCP, Azure).