Introduction to Machine Learning and Advanced LLM Techniques (AILLM)

AI - Artificial Intelligence, AI for developers

The course "Introduction to Machine Learning and Advanced LLM Techniques" will teach you how to work with modern AI tools, such as large language models (LLMs), the Ollama system, and LangChain. You will learn how machine learning works and how it differs from deep learning, how to deploy and optimize LLM models both locally and in the cloud, and explore AI capabilities for text generation, data analysis, and programming. You will gain practical skills that will enable you to effectively use artificial intelligence in your own projects.

COURSE LOCATION AND AVAILABLE DATES



This public course is delivered online only, so you can attend remotely without travelling to a classroom. The same course can also be delivered in person as private training at your premises.
For technically demanding courses, prepared remote labs are provided, so you do not need to install anything locally.
VirtualPro (online)
Need this course in English?

Public courses are usually delivered in Czech, but this course is also available in English. We can arrange private training for your team online, at your premises or in our classrooms, and tailor the content to your needs.

For groups of around 4 or more participants, private training can already be comparable in price to booking individual places on a public course. Send us your requirements and we’ll recommend the best format and provide an exact quote.

Request training in English

Course content:

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  • Introduction to Machine Learning
    1. Definition and importance of machine learning
    2. Key concepts and terminology
  • Machine Learning vs. Deep Learning
    1. Differences between traditional machine learning and deep learning
    2. Use cases for each approach
  • Large Language Models (LLM)
    1. Introduction to LLMs, definition
    2. LLM – Theoretical overview (applications and benefits of LLMs, transformer-based neural network, how to train on big data, model parameters – the bigger the smarter?)
  • What can LLM do?
    1. Text generation - writing articles, essays, poems, scripts, code
    2. Translations and language analysis - improving the quality of automatic translations
    3. Chatbots and virtual assistants - e.g. ChatGPT, Claude, Gemini
    4. Data summarization and analysis - LLMs can analyze documents and extract relevant information
    5. Programming – they can generate and correct code in different languages
  • Introduction to Ollama
    1. Step-by-step guide to installing Ollama
    2. Troubleshooting common installation issues
  • Hardware and Software Requirements
    1. System specifications for running Ollama
    2. Compatibility with different operating systems
  • Running LLM Models Locally
    1. Setting up a local environment for LLM models
    2. Best practices for local deployment
  • GPU Acceleration
    1. Benefits of using GPUs for machine learning tasks
    2. Configuring GPU acceleration in Ollama
  • Using Ollama with Python
    1. Introduction to integrating Ollama with Python
    2. Key advantages and use cases
  • REST API
    1. Understanding the REST API provided by Ollama
    2. Making API calls from Python
  • Python Libraries
    1. Essential Python libraries for working with Ollama
    2. Examples of common tasks using these libraries
  • LangChain Introduction
    1. What is LangChain?
    2. Key features and benefits
  • Using LangChain from Python
    1. Setting up LangChain in a Python environment
    2. Basic operations and examples
  • Using LangChain with Ollama
    1. Integrating LangChain with Ollama for enhanced functionality
    2. Practical use cases and demonstrations
  • Prompt Templates
    1. Creating and using prompt templates in LangChain
    2. Best practices for effective prompts
  • Output Formatting and Processing
    1. Techniques for formatting and processing outputs from LangChain
    2. Handling different types of output data
  • RAG Introduction (Retrieval-Augmented Generation)
    1. What is RAG?
    2. How it enhances LLM capabilities
  • Loading Documents Using LangChain and Ollama
    1. Techniques for loading and managing documents in LangChain and Ollama
    2. Best practices for document handling
  • Embeddings
    1. Understanding embeddings in the context of RAG
    2. Creating and using embeddings effectively
  • ChatBot Sample Application
    1. Introduction to building a chatbot application
    2. Key components and architecture
  • Implementation Steps
    1. Step-by-step guide to creating a chatbot using Ollama, LangChain, and RAG
    2. Integrating various modules for a cohesive solution
  • Testing and Deployment
    1. Testing the chatbot for functionality and performance
    2. Deploying the chatbot in different environments
Prerequisites:
Basics of Programming
Schedule:
2 days (9:00-17:00)
Price per person:
476.00 € ( 575.96 € incl. 21% VAT)

Training and learning environment

IT classroom with desks, computer monitors, and a projection screen at the front.
What does the environment for in-person IT courses look like?We hold training courses in our own classrooms equipped with modern computer equipment for each participant and a large projection screen. Each workstation is fitted with a powerful computer for seamless practical exercises, and the environment supports a calm, friendly atmosphere during training.
IT classroom with desks, computer monitors, and a projection screen at the front.
Do I need to bring my own laptop to the classroom IT course?Our training rooms are fully equipped, so you do not need to bring your own laptop. A modern computer with all necessary hardware and software is ready for you at your workstation.
Sample ICT Pro certificate of successful completion of an IT training course.
Will you receive an official certificate after completing an IT course?Yes, upon successful completion of the training course, you will receive an official ICT Pro certificate confirming your participation and acquired technical skills. You can use it to verify your qualifications or add it to your professional profile.
Exterior view of the COMGUARD office building on Sochorova Street in Brno.
Where can you find our training center in Brno?The premises of the ICT Pro training center are located on the 1st floor of the COMGUARD building at Sochorova 38 in Brno. Positioned on the border of Žabovřesky and Komín, the location is easily accessible by both car and public transport.
Exterior view of the Opatov Park office building in Prague, Chodov.
Where can you find our training center in Prague?The premises of the ICT Pro training center are located on the 1st floor of the Opatov Park building at Líbalova 1, Prague 11 – Chodov. The location provides a comfortable environment for your education with convenient access.
Fully equipped kitchenette with a coffee machine, microwave, sink, and shelves with cups and glasses.
What facilities and refreshments are available to you during training breaks?Our training centers feature a fully equipped kitchenette for a comfortable break during your courses. The facilities include a coffee machine, microwave, kettle, and a wide selection of drinks and snacks.
Coffee station featuring an automatic coffee machine, yellow and white cups, glasses, and syrups.
What beverage refreshments are available during your course?A beverage station with a coffee machine, teas, syrups, and water is at your disposal throughout the entire training session. You can enjoy a coffee or another drink of your choice anytime during breaks.
Table with sweet pastries, fruit syrups, a water dispenser, and glasses set up for training participants.
What light refreshments are provided for you during the courses?During course breaks, participants can enjoy light sweet snacks, pastries, and fruit syrups to mix their own drinks. Fresh water dispenser and plates are also available for your convenience.
Wicker baskets filled with packaged savory snacks, sweet biscuits, and snack bars.
Should I bring my own snacks to ICT Pro training?There is no need to. A wide selection of savory snacks, sweet biscuits, and snack bars is available for you during breaks. Boost your energy for all-day focus right inside the training center premises.
Outdoor wooden terrace with green surroundings by the glass building of the training center.
Can you spend training breaks in the fresh air?Yes, an outdoor terrace is available at our training center. During breaks between learning sessions, you can relax in the fresh air in a pleasant green environment.
Spacious outdoor wooden terrace with seating and views of the surrounding area.
Where can you relax during course breaks?Our training center features a spacious outdoor terrace with seating options. During breaks between learning sessions, you can step outside to relax and recharge in the fresh air.