Building Intelligent Applications with AI and ML - Level 2 Training in Oman

Learn Deep Learning concepts and concepts of NLP with this intermediate AI course.

Is This The Right Course?

Who Should Attend?

• Basic familiarity with Python programming.
• Basic understanding of Data Terminologies.
• Familiarity with enterprise IT.
• Foundational knowledge in mathematical concepts like linear algebra and probability
• Basic Linux skills
• Basic SQL skills
• Should have attended 'Building Intelligent Applications with Artificial Intelligence (AI) and Machine Learning (ML) Level 1

• Understand the basics of Deep Learning
• Understand Convolutional Neural Networks, their architectures and their applications.
• Understand Recurrent Neural Networks, their architectures and their applications
• Understand the basics of Natural Language Processing.
• Understand various NLP Libraires
• Understand and perform Text Analytics
• Apply NLP techniques to predict customer sentiment
• Dealing with Real-World data

1. Deep Learning Essentials
   
   • Understanding Neural Networks, Artificial Neural Network, Perceptron concepts
   • Understanding activation functions and why they are important?
   • Understanding Convolutional Neural Networks
   • CNN Architectures
   • CNN applications
   • Understanding Recurrent Neural Networks
   • RNN Architectures
   • RNN Applications
   • Natural Language Processing
     
     • Foundations of NLP
     • Various NLP Libraries
     • Understand NLP concepts like Morphology, Lemmetization, Stemming, Part-of-Speech tagging
     • Understanding Text Analytics
     • Performing Text Analytics with a case study
   • Natural Language Processing with Deep Learning
     
     • Applications of Deep Learning in NLP
     • Deep Learning Libraries for building NLP applications
     • Word Embeddings
     • Identifying Sentiments in Customer Reviews - case study
2. Advanced NLP Models
   
   • Understand and Differentiate between LSTMs, GRUs, GPT Models
   • Understand Sequence to Sequence Models
   • Understand Attention Models
   • Understand Transformer Models
   • A Deep Dive into Machine Translation using NLP
   • Building a real-world End-End NLP Application
     
     • Data Gathering
     • Data Cleaning and Pre-processing
     • Building and evaluating NLP Models
   • GUI and REST APIs
     
     • Building UI for your Machine Learning Models
     • Building a REST API for your Models

At Bilginç IT Academy, we combine our strong presence in both the UK and Türkiye to deliver high-quality, practical training solutions for organizations worldwide.

International Presence with Local Expertise
With operations in the United Kingdom and Türkiye, we bring together global standards and local market understanding to deliver effective training experiences across regions.

Expert Instructors with Real-World Experience
Our courses are delivered by certified trainers with extensive industry experience, ensuring you gain practical knowledge that can be applied immediately.

Corporate-Focused Training Approach
We specialize in training corporate teams, tailoring our programs to meet your organization’s goals, technologies, and project requirements.

Flexible Training Delivery Worldwide
We offer classroom, virtual classroom, and onsite training options globally, tailored to your organization’s needs.

Hands-On, Practical Learning
Our training sessions include real-world scenarios, case studies, and interactive exercises to ensure lasting understanding and skill development.

Proven Track Record
With over 10 years of experience, we have successfully trained professionals from leading organizations across different industries and regions.