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