Instructor

mjgadmin

Artificial Intelligence

8 Weeks

All levels

80 lessons

0 quizzes

18026 students

Overview
Curriculum
Instructor

Certificate Program in
Artificial Intelligence (AI)

1. AI Overview:
– Simulates human intelligence in machines.
– Empowers machines to learn, reason, and perform tasks autonomously.

2. AI Technologies:
– Includes machine learning, natural language processing, and computer vision.
– Analyzes vast datasets to derive insights and make predictions.

3. Applications Across Industries:
– Personalized recommendations in e-commerce.
– Autonomous vehicles and transportation.
– Healthcare diagnostics and treatment planning.

4. Benefits of AI:
– Drives innovation, efficiency, and productivity.
– Automates processes and tasks across various sectors.

5. Ethical Considerations:
– Concerns around data privacy, bias, and accountability.
– Requires responsible AI development and deployment.

6. Ongoing Impact:
– Research and development continue to advance AI technology.
– Reshapes human interaction with technology.
– Promises transformative impacts on society, economy, and everyday life.

September Program Start Day

8 Weeks Duration

Mentor Lead Mode of learning

31st August 2024 Application Deadline

Tools Covered

Course Curriculum

Induction Class

Introduction of AI
Background, Need & Importance
Introduction & Installation
Writing First Program
I/O in Python

Programming Basics

Programming Elements
Keywords & Variables
Data Types
Numbers & Strings
Operations in Python
Hands-on Implementation

Conditions & Loops

Indentation & Scopes
If-else & Elif Blocks
Introduction to Loops
For & While Loops
Break & Continue Statements

Data Structures

Lists, Tuples, Sets
Dictionaries
CRUD Operations on Data Structures
Building Rock Paper Scissors with Console

Functions & Exception Handling

Introduction to Function
Positional & Keyword Arguments
Return Statements
Try, Catch & Finally Block

Add-On Topics

File Handling – I/O
NumPy Arrays
Case Studies

Basics Of AI

AG vs ML vs DL
AG Application
Teachable Machine – Demo

Neural Networks Basics

Artificial Neuron
Weights, Bias, and Activation Function
Forward Propagation
Backward Propagation
Optimizer – Gradient Descent and Adam
Tensorflow and Keras Basics
Tensors
Loss Function and Error

Artificial Neural Networks

Binary Cross Entropy
Sigmoid vs Softmax Activation Function
Derivative of Relu and Sigmoid
Importance of Data Normalization
What is Vanishing Gradient?
Classification in Deep Learning
Image Basics – Pixels
Classification Metrics – Confusion Matrix
What is Overfitting?
Regularization Techniques
Adding Dropout Layers and Custom Callbacks

OpenCV Basics

What are Filters and Kernels
Convolution Operation
Blurring, Embossing, Sharpening
How to Save Deep Learning Model
Minor Projects on Digit Recognizer
Streamlit Canvas
Brush Strokes and Pixel for Canvas

CNN Basics

Convolutional Layer
Pooling Layer
Padding and Stride Distance
Transfer Learning
Imagenet Competition
VGG16 vs Mobilenet Saved Weights
Final Project and Doubt Clearing Session
Image Data Augmentation
Final Project

Web App Deployment

Platform as a Service
Procfile and Setup File
Deployment on Heroku Platform

Image To Text

Tesseract Software
Optional Character Recognition
Web App for OCR

Cascade Classifier

Shapes in OpenCV
Face Detection using Haar Cascade
Detect Multiscale Function
Object Detection Demonstration
Bounding Box
YOLO Algorithm

Support

Tricks & Tips to Clear Interview Questions
Most Preferred Interview Questions
Resume Preparation & Cover

Application Process

An easy but thorough process to help you learn important skills that will boost your career.

Step 1
Application Submission:

Complete and review the form before submission. A meticulously filled out application aids us in evaluating your educational objectives and facilitates your seamless enrollment into the program.

Step 2
Offer Letter Receipt:

Upon successful application, you will receive an offer letter to enroll, encapsulating comprehensive details about the program, the associated fee structure, an the payment schedule.

Step 3
Block Your Seat:

Secure your seat by making a nominal payment to confirm your acceptance into the program.

Offering Course Programs

Personalized Self-Program

₹4500/-

30+ hours of exclusive video lessons.
2 minor projects + 1 Capstone project
6 months LMS access
Selected interview questions
Handy PDF study materials
Tailored CV-making tips
Course completion certificate from My Job Grow
Project completion certificate from our esteemed co-partnered company
Co-branded certificate with IIT

Hybrid Program (Trainer + Self)

₹5500/-

8 hours of live classes with real-time doubt solving
30+ hours of exclusive video lessons
3 minor projects + 1 Capstone project
6 months LMS access
Selected interview questions
Handy PDF study materials
Tailored CV-making tips for ATS
Course completion certificates & Letter of Recommendation (LOR)
Project completion certificate
Co-branded certificate with IIT

Trainer Led live Program

₹6500/-