When does class start/end?
Class hours may vary, please reach out to contact@ascendientlearning.com if you have any questions.
Comprehensive Generative AI for Developers
This Comprehensive Generative AI training course explores the foundations and applications of generative AI (GenAI), starting with core AI/ML concepts and progressing through large language models...
Read MoreOverview
This Comprehensive Generative AI training course explores the foundations and applications of generative AI (GenAI), starting with core AI/ML concepts and progressing through large language models (LLMs) and prompt engineering. Participants learn how to use natural language processing (NLP) techniques, build applications using LangChain, and implement retrieval augmented generation (RAG). The course also covers GenAI security concerns, LLMs via APIs, and advanced methods for diverse AI tasks
Skills Gained
- Define core concepts of artificial intelligence and machine learning
- Explain the mechanisms and types of large language models
- Develop effective prompt engineering strategies for various NLP tasks
- Implement retrieval augmented generation techniques for knowledge-based applications
- Build and scale LangChain applications for complex problem-solving
- Analyze security risks and defensive strategies for generative AI
- Integrate LLMs through APIs and function calling for diverse applications
Prerequisites
- Practical experience in Python (at least 6 months): Data Structures, Functions, Control Structures, Exception Handling, File I/O, async, concurrency (recommended)
- Practical experience with these Python libraries: Pandas, NumPy, and scikit-learn
- Understanding of Machine Learning concepts - regression, clustering, classification
- Understanding of ML Algorithms: Gradient Descent, Linear Regression
- Understanding of Loss Functions and evaluation metrics
Course Details
Introduction to Generative AI
- What is Intelligence?
- Mechanisms of Intelligence
- What is Artificial Intelligence?
- How does AI work?
- Applications of AI
- Machine Learning and its Types
- Emergence of Generative AI
Understanding Large Language Models
- What is a Language Model?
- Natural Language Processing (NLP)
- Tokenization: Approaches and Strategies
- Word and Sentence Embeddings
- Types and Training of Large Language Models
- Applications and Value Proposition of LLMs
Accessing LLMs through API
- Closed Source vs. Open Source LLMs
- Accessing LLMs via API and Benefits
- Prompt Templates and Structures
- Function Calling and Integration with LangChain
Basics of Prompt Engineering
- The Art and Science of Prompt Engineering
- Communicating with LLMs
- Principles of Effective Prompts
- Common NLP Tasks and Strategies
Prompt Engineering for Engineers
- Introduction to Code Generation
- Effective Code Generation Techniques
- Advanced Prompt Engineering Methods
- Visualizing Chain of Thought
Introduction to Retrieval Augmented Generation
- Understanding RAG and its Advantages
- Vector Embeddings and Integrating with Knowledge Bases
- Document Indexing and Retrieval Techniques
- Managing Large Documents and Knowledge Bases
Advanced RAG Techniques
- Enhancing Retrieval Accuracy and Performance
- Handling Multilingual Retrieval and Error Management
- Query Construction and Mitigating "Lost in the Middle" Effect
LangChain Agents
- Introduction to LangChain Framework and Tools
- Building and Scaling LangChain Applications
- State Management and Multi-Tool Coordination
Generative AI Security and Privacy
- Importance and Potential Risks of GenAI Security
- Key Vulnerabilities and Attack Vectors
- Principles and Defensive Strategies for Security
Conclusion
Schedule
2 options available
-
Jun 2, 2025 - Jun 6, 2025 (5 days)
Live Virtual | 10:00AM – 6:00PM EDT Language English Select from 2 options below Live Virtual |10:00AM – 6:00PM EDT- Enroll
- Enroll Add to quote
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.
How do I find an Ascendient Learning training location?
We have training locations across the United States and Canada - View a complete list of classroom training locations.
Which delivery formats are available?
At Ascendient Learning, we offer training that is Instructor-Led, Online, Virtual, and Self-Paced.
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
Very good company. I've done technical trainings at their facility in downtown Montreal in the past and I'Ve always appreciated them.
The instructor really took his time and made sure I was able to understand the concepts.
The course was informative, and I learnt a new skill. The instructor was up to the point.
The instructor was thorough and they also provided hands-on demonstrations with labs.
the course is good, covers many aspects, wish the lab is a little bit more in depth
