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IEMLabs Artificial Intelligence

Artificial Intelligence Courses (private repository)

Course Name: Machine Leanring 1 : IEMLabs

About

Computer vision and Artificial Intelligence has influenced many domains like mapping, medicine, drones, and self-driving cars. But still cameras don't have any moral sense. CCTV cameras don't trigger an alarm if it sees someone drowning or detecting gun violence etc. This course will start with the basic algorithms, understanding mathematics behind these algorithms on the way and end up implementing end-to-end models for these tasks : image classification, localization and detection using Python. It is mainly focused on solving your doubts and evoke rational questions on the way. Feel free to shoot me with your all creative questions relevant to this course at Discussion/Questions đź’ˇ.

*The Course Repository (Assignment submission and discussion tab) is private and only available to enrolled students.

Prerequisites

  1. Linear Algebra
  2. Multivariable Calculus
  3. Basic Probability and Statistics
  4. Python (Numpy) or MATLAB

Goals

  1. Suffice prerequisits
  2. Understand the use of mathematical concepts on the way
  3. Implement machine learning algorithms from scratch
  4. Go through seminal papers on these topics on the go
  5. Getting started with TensorFlow
  6. Creative projects

Check out Course Syllabus

Instructors

To work with instructors (publication/research project) mail by clicking on the 📧 icon.


Rohit Prasan Mandal

📧

This course repository is developed by Rohit Prasan Mandal.

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