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Executive Courses

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innovate with purpose

Welcome to DMUK Certified Executive Courses

At De Montfort University Kazakhstan, we understand the ever-changing demands of the professional world and the importance of staying ahead in today’s competitive landscape. Our range of executive courses is designed to equip leaders, managers, and professionals with the skills, knowledge, and tools needed to excel in their fields and drive meaningful change within their organisations.

Let us empower you to lead with confidence and innovation.

Questions? Email m.utezhan@dmuk.edu.kz

AI and NLP in practice: deep dive in to PYTHON, LLMS, and generative AI

Description

This course equips participants with essential Python skills, advanced insights into Natural Language Processing (NLP) techniques, and practical applications of Generative Artificial Intelligence (AI) and Large Language Models (LLMs). It covers topics like deep reinforcement learning, text processing, and fine-tuning LLMs with real-world examples. Ideal for professionals seeking to harness AI's transformative potential in modern business solutions.

*NLP (Natural Language Processing) AI (Artificial Intelligence)

Delivery

In-person
Hybrid

Lecturer

Dr. Saravana Balaji B

Duration

36 hours intensive weekend experience

Suitable for

IT Programmers and Team Leaders 

Learning Outcomes

  1. Write efficient Python code for AI applications.
  2. Implement and understand deep reinforcement learning algorithms.
  3. Apply NLP techniques for text processing and analysis.
  4. Understand the architecture and functioning of Large Language Models.
  5. Fine-tune LLMs for specific applications.
  6. Use modern AI frameworks and tools effectively.

Course Content

Python Basics & Algorithms

  • Object oriented programming
  • Markov Decision Process
  • Reinforcement Learning – Deep Q-Learning

Natural Language Processing

  • Text Preprocessing Stemming Using NLTK
  • N-gram Implementation USing NLTK
  • TFIDF & Word2vec Practical Implementation

Large Langauge Models (LLM)

  • Introduction & Ingredients of an LLM
  • LLM Parameters & Context Window
  • Fine-Tuning LLMs

Generative AI Practical Examples

  • What is Generative AI- AI Vs ML Vs DL Vs Generative AI
  • How Open AI ChatGPt or LLama3 LLM Models are Trained
  • LLM Models Analysis & Complete Langchain Ecosystem

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    • Almaty City, Medeu District, 120/48, premises 4, Al-Farabi Ave., 050044, Almaty, Republic of Kazakhstan
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