# Data Science & Artificial Intelligence

WHY CERTIFIED PROFESSIONAL DATA SCIENCE & Al ?

MASTER

Data Science, Machine Learning & Al

RECOMMENDED

For aspiring Data Scientists & Al Leaders

4000+ Alumni Network

70 % Scholarship

PROGRAM HIGHLIGHTS

LIVE Instructor-led Training

10 MONTHS Weekend Classes

100+  Projects & Guides

PLACEMETS 100% career assistance

PROGRAM SYLLABUS

TERM 1 : DATA ANALYSIS WITH PYTHON

Data Science Fundamentals

Data Operations with Numpy

Data Manipulation with Pandas

TERM 2: DATA VISUALIZATION TECHNIQUES

Introduction to Data Visualization

Data Visualization using Matplotlib

Hands-on Pandas for Rapid Visualization

Seaborn for Data Visualization

TERM 3: EDA & DATA STORYTELLING

Introduction to Exploratory Data Analysis

EDA Framework Deep Dive

Scientific Exploration of Industry Data (Case Study)

Student Presentations & Insight Delivery

TERM 4: MACHINE LEARNING FOUNDATION

Introduction to Machine Learning

Linear Regression

Logistic Regression

Model Evaluation Techniques

PROGRAM SYLLABUS CONTENT

TERM 5: MACHINE LEARNING INTERMEDIATE

Decision Trees

Random Forests

Dimensionality Reduction using PCA

Naive Bayes Classifier

TERM 6: MACHINE LEARNING ADVANCED
(Mandatory)

KNN (K-Nearest neighbors)

K-means Clustering

Ensemble Learning

Optimization

TERM 6: DATA VISUALIZATION WITH TABLEAU
(Elective – 1)

➤  Introduction to Data Visualization with Tableau

➤  Exploring Tableau Interface

➤  Tableau Calculations & Dashboard

➤  Mapping using Tableau & Tableau Analytics

TERM 6: DATA ANALYTICS WITH R (Elective – 1)

Introduction to Programming in R

Data Manipulation with dplyr

Data Visualization using ggplot & esquisse

Exploratory Data Analytics I & II

CAPSTONE PROJECT

Experience a real-world simulation of a company problem that needs to be solved using Data Science and Machine Learning. Work with a team of Data Scientists who are working towards solving issues for a company in trouble.

TERM 7: BASICS OF AI, TENSORFLOW & KERAS

➤  Introduction to Artificial Intelligence

➤  Applications of Artificial Intelligence

Introduction to TensorFlow and Keras

➤  Math behind Al: Simplified

TERM 9: COMPUTER VISION – | (Opt either CV-l or NLP-1)

Introduction to Convolution Neural Networks

Decoding Image Components

Identifying MNIST using CNN

Preprocessing Image Data to apply CNN

TERM 8: DEEP LEARNING FOUNDATION

➤  Introduction to Deep Learning

➤  Activation Function and Learning Rate

➤  Role of Optimizers in Deep Learning Models

➤  Deep Learning Model Practicals

TERM 9: NATURAL LANGUAGE PROCESSING – |
(Elective – 1)

➤  Introduction to NLP & Word Vectors

Decoding a Textual Data

➤  NLP using Recurrent Neutral Networks (RNN)

➤  NLP using Memory Alterations

AI CAPSTONE PROJECT

In this ever-evolving world, solving complex problems get easier using Al. In this capstone project, you will be an Al expert who is helping a hypothetical company resolve some major challenges it faces by using Al. Get a chance to work with a
team of Al specialists and a simulated environment to help you relate to real world challenges companies face regularly

TERM 10: COMPUTER VISION – ||
(Opt either CV-II or NLP-II)

Transfer Learning

Object Detection using CNN based Algorithms – |

Object Detection using CNN based Algorithms – ||

Teaching Machines to Mimic Real-World

TERM 10: NATURAL LANGUAGE PROCESSING – ||
(Opt either CV-II or NLP-II)

Teach Machines to Generate New Textual Data (Language Modeling)

Keras Functional API and Intro to Sequence to Sequence Model

Language Translation – English to Spanish using Seq2Seq Models

Building a Chatbot

CAREER SUPPORT

DATA SCIENCE CAREER LAUNCHPAD

1-month exclusive program for working professionals.

RESUME WORKSHOP

We’ll help you build a sharp Data Science Resume.

INDUSTRY EXPERT SESSIONS

Get access to monthly industry expert sessions.

LIVE JOB ANALYSIS

Apply to the right companies based on your profile.

INTERVIEW GUIDES

Download Data Science, ML & Al interview question bank.

MOCK INTERVIEWS

Participate in 1-on-1 mock interviews and be more prepared.

HIRING PARTNERS

Get better opportunities by applying to the right companies.

DURATION :  10 Months

PROGRAM TERMS  : 10

WEEKLY SCHEDULE : Online classes on weekends Self-practice/assignments on weekdays

SCHOLARSHIPS : Upto 70% scholarships available

EMI  :  EMIs starting INR 8,752 / month