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ICT-113 · Online Course
Available Online · LIVE ONLINE Mode

Foundation Course on Artificial Intelligence (AI)

LIVE ONLINE ModeTrainer allocated by ICAII
ADMISSION FORMView course topics
Artificial intelligence and machine learning visualisation on a computer

Course overview

Course details

Part 1

  • Module 1: Introduction to AI
  • What is AI? History and Evolution
  • AI vs Machine Learning vs Deep Learning vs Generative AI
  • Real-world Applications of AI (healthcare, robotics, recommendation engine, etc.)
  • Responsible AI
  • Module 2: Python for AI
  • Quick Python refresher (data types, control structures, libraries)
  • NumPy, Pandas, Matplotlib for data handling and visualization
  • Module 3: Data Handling and Preprocessing
  • Data is the new oil- understanding importance of data & IT security, basics of data engineering
  • Understanding data types: structured, unstructured
  • Exploratory Data Analysis
  • Data Pre-Processing and Feature engineering
  • Splitting datasets (train/test/validation)

Course content

Foundation Course on Artificial Intelligence (AI)

Part 2 course topic visual
Part 2
Part 3 course topic visual
Part 3
Part 4 - For Advanced Course course topic visual
Part 4 - For Advanced Course

Part 2

  • Module 4: Basics of Machine Learning (ML)
  • Supervised vs Unsupervised Learning
  • Linear Regression
  • Classification (KNN, Decision Trees) and Clustering (K-Means)
  • Evaluation metrics (accuracy, precision, recall)
  • Module 5: Neural Networks & Deep Learning
  • Perceptron and neural network basics
  • Concepts of Computer Vision
  • Building simple neural networks
  • Image classification with MNIST

Part 3

  • Module 6: Natural Language Processing (NLP)
  • NLP – the foundation of Large Language Models (LLMs)
  • Text preprocessing (tokenization, stemming, stop words)
  • Sentiment analysis and Chatbot basics
  • Module 7: Generative AI
  • Introduction to Large Language Models (LLMs)
  • Prompt Engineering for LLMs
  • Building Generative AI applications using LangChain, HuggingFace
  • AI Agents, Understanding AI Stack and Emerging AI trends

Part 4 - For Advanced Course

  • Module 8: Final Project Presentation
  • Choose your own project along with implementation, report, and presentation
01Duration3 Months
02FormatLectures + Hands-on Learning + Projects
03Pre-requisitesComputer with Internet connectivity, Basic English, Elementary Python knowledge, Math (algebra, probability)

Trainer profiles

Meet the trainers for this course

View the trainer profiles. ICAII will allocate a trainer for each student.

Mrs. Pooja Sharma

Trainer
Trainer profile
Qualification: M.Sc- IT, MCAExperience: 15 Years

Mrs. Nancy Dhingra

Trainer
Trainer profile
Qualification: M.C.A. B. ED.Experience: 2 Years

Mr. Suresh Kumar

Trainer
Trainer profile
Qualification: BCAExperience: 3 Years

Next step

Complete your admission

Fill in your details, select your course and duration, and continue through ICAII’s standard Admission Form.

CourseFoundation Course on Artificial Intelligence (AI)

Trainer allocation is managed by ICAII. Course duration, fees and payment instructions are shown in the Admission Form.

ADMISSION FORM

What happens next

From enrollment to your online class

Complete the Admission FormSelect the course and duration in the Admission Form. ICAII allocates your trainer.
Complete fee paymentReview the fee and payment instructions provided in the Admission Form.
Enrollment is confirmedAfter the institute confirms admission, ICAII allocates the trainer.
Receive class detailsTrainer availability and the meeting link are shared with both parties.