Artificial Intelligence

Teacher

Pradeep

COURSE DESCRIPTION

This course covers an overview of Artificial Intelligence,Machine Learning system, components and functions. Introduction to supervised, non supervised and Deep learning algorithms. Basic mathematics around the algorithms, reference implementations, assignments that would enable implement customer solutions. Basics of python programming, libraries associated to ML like NUMPY, PANDAS, SciLearn. Knowledge Searching and inference using AI Techniques, Robot Motion planning, Reinforced learning, Fuzz logic and expert system

CERTIFICATION

Receive an instructor-signed certificate with the institution’s logo to verify your achievement and increase your job prospects.

LEARNING OUTCOMES

Components of Machine Learning system – Features and Functions.
Significance of Data-set, Basics of the Algorithm design.
Algorithm selections for real life solutions.
Scope of AI, techniques to represent knowledge and learning.
Hands on assignment for each algorithm.
Internship with hands-on real time project.

Course Features

Lectures 11
Quizzes 0
Duration 96 hours
Skill level All level
Language English
Students 0
Assessments Yes

Level 1 5
- Lecture1.1
  
  Introduction to Python
- Lecture1.2
  
  Data types – Hands on Program for each data type
- Lecture1.3
  
  Program Control – Hands on program for each Loop, condition statements
- Lecture1.4
  
  Numpy, PANDAS, Plotting and Graphics – Hands on for Shaping, Operations, Using Data frames and displaying results
- Lecture1.5
  
  Scope of AI, approaches and applications
Level 2 5
- Lecture2.1
  
  Structure of ML system, functions and interfaces
- Lecture2.2
  
  Linear Regression, KNN, SVM, GD – Algorithm, Math background, Hyper parameters and Hands on
- Lecture2.3
  
  AI based Search methods and Hands on
- Lecture2.4
  
  Expert system, Fuzzy logic and Artificial Neural Networks
- Lecture2.5
  
  Hands on Project
Level 3 1
- Lecture3.1
  
  Internship – Opportunity to be part of RDL Machine Learning Team working on ongoing customer project

Pradeep

My experience, 25 years of Global IT experience working for large Telco and Networking Vendors, handling large multi-site Software Development projects. Equipped with Masters Degree and breadth of experience working for large corporate to startup, embarked on this journey to contribute to Student Community. I currently handle full time role of Solution Architect at RDL Technologies in AI, Machine Learning and IoT Domain. Look forward to leverage my experience to upskill students enabling faster employability.