Artificial Intelligence (AI) and Machine Learning (ML)

AI & ML

Course Title: Introduction to Artificial Intelligence and Machine Learning

Course Duration: 12 weeks

Module 1: Introduction to AI and ML

  • Introduction to AI, ML, and Data Science
  • The History and Evolution of AI

Module 2: Python and Data Manipulation

  • Introduction to Python for Data Science
  • Data Manipulation with Pandas

Module 3: Data Preprocessing and Visualization

  • Data Cleaning and Preprocessing
  • Data Visualization with Matplotlib and Seaborn

Module 4: Supervised Learning

  • Linear Regression and Logistic Regression
  • Decision Trees and Random Forests

Module 5: Unsupervised Learning

  • Clustering (K-Means, Hierarchical, DBSCAN)
  • Dimensionality Reduction (PCA, t-SNE)

Module 6: Deep Learning and Neural Networks

  • Introduction to Neural Networks
  • Deep Learning with TensorFlow/Keras

Module 7: Natural Language Processing (NLP)

  • Text Processing, Tokenization, and Sentiment Analysis
  • Introduction to NLP

Module 8: Computer Vision

  • Introduction to Computer Vision
  • Image Classification and Object Detection

Module 9: Reinforcement Learning

  • Introduction to Reinforcement Learning
  • Q-Learning and Deep Q Networks (DQNs)

Module 10: Special Topics

  • Generative Adversarial Networks (GANs)
  • Ethics and Bias in AI and ML

Module 11: Model Deployment and Real-world Applications

  • Model Deployment with Flask or Docker
  • Real-world AI and ML Applications

Module 12: Week 23-24: Capstone Project

  • Project Ideation and Proposal
  • Project Development and Presentation

Module 13: Final Exam and Course Wrap-up

Hands-on projects, assignments, and quizzes throughout the course to reinforce learning. Real-world datasets and case studies can also enhance the practical aspects of the course.

Why LavinTech ?

1. Understanding Aspirations, Goal Setting & Customized Learning Plan

2. Instructor-Led Coaching (Offline & Online)

3. Coaching by relevant IT experienced professionals

4. Soft skills, Agile, DevSecOps and Cloud overview sessions

5. Practical use case based learning

6. Post course Mentor support

7. Group activities & team work

Inaugural Offer – Lowest fees !

New batch training schedule

Date Batch Details
2-Dec-23Week End
4-Dec-23Week Days
16-Dec-23Week End
25-Dec-23Week Days