Executive Diploma in Machine Learning and AI

Offered byupGrad
Private Institute
Estd. 2015

Executive Diploma in Machine Learning and AI
at
upGrad
Overview

Develop a deep understanding of the backbone of artificial intelligence and machine learning, for efficient data manipulation, analysis and model building

Duration	13 months
Start from	31st Jan'25
Total fee	₹3.35 Lakh
Mode of learning	Online
Official Website	Go to Website
Course Level	PG Diploma

Executive Diploma in Machine Learning and AI
at
upGrad
Highlights

Earn a diploma from NAAC A+ university IIIT Bangalore
60+ real-world case studies and 6 practical hands-on capstone projects
Dedicated career and placement support
Network & collaborate with 12,000+ alumni
Fee can be paid in instalments

Executive Diploma in Machine Learning and AI
at
upGrad
Course details

What are the course deliverables?

Exploratory Data Analysis and Inferential Statistics

Machine Learning Models

Neural Networks

Natural Language Processing (NLP)

Advanced Computer Vision Techniques

More about this course

The Executive Diploma in Machine Learning and AI Learning offers a valuable opportunity for both newcomers and professionals aiming to transition into data-driven fields

The curriculum is designed to prepare learners for roles such as Machine Learning Engineer, Data Scientist, and Artificial Intelligence Engineer, with a strong significance on real-world applications and flexibility

This PG program in artificial intelligence and machine learning covers both foundational and advanced topics like natural language processing, neural networks, and reinforcement learning

With a hands-on approach, it ensures that you apply your knowledge to real-world challenges, preparing you for roles like AI Engineer and Machine Learning Specialist

Executive Diploma in Machine Learning and AI
at
upGrad
Curriculum

Intro to Python

Prep :Data Analysis in Excel & Analytical Problem SolvingI

Intro to Python

Python for DS

SQL and Statistics Essentials

Data Visualization using Python

Exploratory Data Analysis

Basic and Advanced SQL

Lending Club: Case Study

Inferential Statistics

Machine Learning I

Linear Regression

Linear Regression Assignment

Logistic Regression

Naive Bayes

Model Selection

Machine Learning II

Advanced Regression

Tree Models

Random Forests

Boosting

Unsupervised Clustering

Principal Component Analysis

Deep Learning

Introduction to Neural Networks

Convolutional Neural Networks

Convolutional Neural Networks: Assignment

Recurrent Neural Networks

Natural Language Processing

Lexical Processing

Syntactic Processing

Syntactic Processing: Assignment

Semantic Processing

MLOps Elective

Prerequisite for MLOps

Introduction to MLOps”

Designing Machine Learning Systems

Experimenting with Data and Model using MLflow

Generative AI Elective

Introduction to Gen AI and working with OpenAI APIs

System Design and Building ShopAssist AI

Building Custom Chatbots with LLMs: Project

Advanced NLP - Introduction to Attention Mechanism and Transformers

Vision Transformers

Executive Diploma in Machine Learning and AI
at
upGrad
Faculty details

Dr. Debabrata Das

Dr. Debabrata Das is serving as Director of IIIT Bangalore (IIITB). Before joining IIITB in 2002, he had served at G S Sanyal School of Telecommunication at IIT Kharagpur and later at Kirana Networks in New Jersey, USA

Chandrashekar Ramanathan

Dean- Academics