DATA SCIENCE & ARTIFICIAL INTELLIGENCE

DATA SCIENCE AND ARTIFICIAL INTELLIGENCE

WHY CERTIFIED PROFESSIONAL DATA SCIENCE & Al

MASTER

➤Data Science, Machine Learning & Al

4000+

➤Alumni Network

 

RECOMMENDED

➤For aspiring Data Scientists & Al Leaders

70%

➤Scholarships

PROGRAM HIGHLIGHTS

LIVE

➤Instructor-led Training

100+

➤Projects & Guides

10 MONTHS

➤Weekend Classes

PLACEMETS

➤100% career assistance

PROGRAM SYLLABUS

TERM 1: DATA ANALYSIS WITH PYTHON

➤Data Science Fundamentals

➤Data Operations with Numpy

➤Data Manipulation with Pandas

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 2: DATA VISUALIZATION TECHNIQUES
➤Introduction to Data Visualization

➤Data Visualization using Matplotlib

➤Hands-on Pandas for Rapid Visualization

➤Seaborn for Data Visualization

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: 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 – ||
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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