How DeepSphere.AI Transformed Fresh Graduates Into Data Scientists At Databricks: A Benchmark Study For Highly Productive Data Science Learning

©DeepSphere.AI, Inc. | Confidential and Proprietary | DeepSphere.AI | DsSchoolOfAI.Com | Info@DeepSphere.AI
On August 29th, 2022, the SRM institute of science and technology, Chennai,
India, organized a week-long international data science conference focusing
on data science advances and industry adoption. Around one hundred fifty
educational institutions and their teaching faculties, research scholars,
students, and industry professionals participated in the event.
In addition, several industry experts gave a presentation at the event, and
DeepSphere.AI was also invited to participate. Mr. Jothi Periasamy, the
co-founder and chief AI architect of DeepSphere.AI participated in the
international data science conference. As a keynote speaker, Mr. Jothi
presented the topic titled “Artificial Intelligence Advancement,Transformers,
Transfer Learning, and BERT on Public Services.” During the presentation,
Mr. Jothi also talked about how data science is applied in bioavailability and
bioequivalence studies during clinical trials.
Data Science Advancements
THE MOST COMPREHENSIVE
DATA SCIENCE DEGREE PROGRAM
THAT EMPOWERS 500+
DATA SCIENTISTS
A BENCHMARK STUDY FOR HIGHLY
PRODUCTIVE DATA SCIENCE LEARNING

02
Jothi Periasamy
Co-Founder, DeepSphere.AI
Chief AI Architect
Board Member, University of California
Author
•
17+ years of management
consulting and end-to-end AI
(ML, DL, RPA, NLP) experience
with Deloitte, EY, and KPMG
•
Over 50+ clients across industries:
Retail, Consumer, Health, Energy,
Oil Gas
•
Teaches AI at MIT – Head of AI,
Architect at Experfy, Harvard
Innovation Lab
•
Co-innovates industry solution
along with SAP America
•
Published on finance, AI, Big Data,
IIoT, Cloud, and SAPAppliances
•
Delivered many research projects
on market Globally recognized as
a keynote speaker. Spoke at 50
conferences
•
Recently invited by the Prime
Minister’s office of Dubai,
Malaysia, and Montreal
• Stanford alumni
Board Member, Chief Data Scientist Lead Instructor
University of California
Silicon Valley Davis, CA, USA
Artificial Intelligence Learning Facilitator
MIT CSAIL MIT Sloan
Boston, MA, USA
Head of Artificial Intelligence
Experfy (Harvard Innovation Lab)
Boston, MA, USA
Academic Council for AI
Universiti Tenaga Nasional University
Selangor, Malaysia

03
LEARN HOW DEEPSPHERE.AI
TRANSFORMED FRESH GRADUATES INTO
DATA SCIENTISTS AT DATABRICKS
Good morning, Jothi, how are you?
I have got an offer from Databricks
in my college placements. They really
recognized my work and appreciated
the work on MLOps as well. I am
thankful for your training and all
your help and motivation which has
played a vital role in helping me get
an offer at Databricks. I would also
like to add your name to the list of
mentors I have worked under if you
are fine with it. In that case they
might reach out to you as well.
A PROVEN AND VERIFIABLE REFERENCE
Amrith Venkatachalapathy
Final Year Computer Science Engineering
Amrita Vishwa Vidyapeetham
Coimbatore, Tamil Nadu,
India, Pincode : 641 112.

Participant Statistics
04
110
243
155
34
11
15
04
63
09
Colleges or
Universities
PhDs
Professors
Assistant
Professors
Associate
Professors
Research
Scholars
Students
Other
Participants
Total Participants
Around two hundred forty-three participants from one hundred ten colleges and
universities attended our session at the international data science conference.
The number includes sixty-three PhDs and one hundred fifty-five Assistant Professors.

Our Proven References
05
Our 500+ Data Scientists
We are Developing 500+ Data Scientists to Solve Most Complex Industry Problems

Qualitative
Feedback
● Arrange such a session in the
future also
● Good and useful session
● Great
● Good session
● Good informative session
● Continue this process
every year
● Very informative session
● Very useful
● Excellent
27
02
01
48
01
05
04
01
01
01
45
15
01
● Excellent session
● Excellent session. very informative
● Good
● Fine
06
Everyone shared their most productive learning experience with us and our training’s
positive impact on their professional development. Further, the participants requested
us to conduct similar sessions in future.
Our Training Participants'
Most Compelling Learning Experience

Below Average
1
Average Above Average Good
4
Excellent
2 3 5
Quantitative Feedback
Fifty-three participants
rated us four out of
five.
One hundred and
eighty-six participants
rated us five out of five.
53
Rating 4/5
186
Rating 5/5
07
Our Training Effectiveness:
How our training program influenced the learner’s goals and objectives?

WHAT DO YOU NEED TO LOOK FOR IN AN EFFECTIVE
AND PRODUCTIVE DATA SCIENCE LEARNING PROGRAM?
Data science is not a skill or a field of study. It is an interdisciplinary field of study from business to data, technology, models, and algorithms. You may
not find a perfect fit for your data science learning needs in the current market. Still, you can use our benchmark as a guideline to search for educational
institutions offering most of these learning curricula.
The bottom line, surgery can only be done by a surgeon. If not, surgery will not succeed, or the patient will suffer and
even die - look for qualified educational institutions and hands-on instructors to learn data science beyond concepts.
Industrial
Curriculum
It’s impossible to learn data
science to a full
extent without an industry
business process. Ensure
the curriculum has enough
business context to connect
the dots.
Enterprise
Grade Projects
Enterprise-grade course
projects and their
associated data sets
should drive the learning
curriculum.
Enabling
Technologies
Nowadays, almost every
enterprise is trying to adopt
cloud technologies and their
software and hardware
platforms on the cloud. The
data science curriculum
should provide enough touch
points to the cloud and the
options to work on the cloud.
Data and AI
Platform
There are unified platforms in
the market to simplify AI and
data. Let’s say an example,
DataBricks, an interoperable
platform for data
engineering, machine
learning, and data analysis.
Check and ensure the data
science curriculum operates
on such a platform.
Unified Learning
Approach
An effective data science
curriculum should be all-in-
one curriculum and
empowers learners to learn
business, data, machine
learning, data visualization,
and data analysis in a single
program.
08

Data Science
Advancement
09
DATA SCIENCE ADVANCEMENT: DATA SCIENCE FOR ENTERPRISE
Data science advancements occur at various parts of a data science solution and at different levels. The critical areas
that improved over the last two years include Business Adoption, Making Data Available, Interoperable
Data Science Platform Offering, and Cloud Enablement.
Technology Enablement
Business Adoption
Interoperable
Data Science Platform
Platforms like Databricks reduce the
complexity of data engineering and
applied artificial intelligence and provide
a unified approach to quickly delivering
enterprise-grade data science solutions.
Cloud platforms are critical components of
data science advancements, and Cloud makes
things happen quickly and cost-effectively
in any data science project. Cloud brings
advanced computing power, API services,
storage services, and network and security
services at a production-ready scale.
Now data science projects are not seen just as
a use case for learning, research, or capability
demonstration. The business expectation of a
data science project’s return on investment is
very high, and businesses started adopting it in
their operational procedures with measurable
values.
There are options to simulate and make data
available for data science, even if there is no data
in the business area. Data availability is no longer
an issue for the data science project, but making
data available is not easy and cannot be done by
everyone.
Making Data Available

10
Language - II
Role of Statistics in AI
Understanding Retail Business Domain: Part II
Introduction to Data Science
Advanced Computing With Distributed
Data Processing
Introduction to Machine Learning
Data Science Lab: Databricks
Machine Learning Lab: Google Cloud
Course Project: II: Retail: Product Profiling
Language - I
Role of Applied Mathematics in AI
Understanding Retail Business Domain: Part I
Introduction to Artificial Intelligence
Introduction to Advanced Computing
Introduction to Data Engineering
Data Analysis Lab: Databricks
Python Lab: Google Cloud
Course Project: I: Retail: Lead Profile
Semester 01 Semester 02
Semester 04
Introduction to Deep Learning
Understanding Health Business Domain: Part I
Advanced Computing With Python and GCP
Introduction to Natural Language Processing
Data Engineering for Enterprise
Ethical AI
Data Engineering Lab: I: Databricks
Course Project: III: Health: Patient Adherence
Industrial Internship: I
Semester 03
Deep Learning for Enterprise
Understanding Health Business Domain: Part II
Introduction to Computer Vision
Working with Big Data
Data Science for Enterprise
Business Communication and Leadership
Development
Data Engineering Lab: II: Databricks
Deep Learning Lab: Google Cloud
Course Project: IV: Health: Patient Length
of Stay (LOS)
Industrial Internship: II
Learn how our six-semester interdisciplinary applied AI curriculum
transforms our 500+ learners into hands-on data scientists.
Our Bachelor’s program in Applied Artificial Intelligence
with Concentration in Data Science
Our Bachelor’s Program in Applied Artificial Intelligence
with a Concentration in Data Science

Intelligent Automation
Computer Vision Applications for Enterprise
Advanced Analytics and Data Visualization for
Enterprise
Machine Learning for Enterprise
Technology Leadership and Innovation
Management - I
Data Visualization Lab: I: Databricks
Course Project: V: Energy: Energy Efficiency
Industrial Internship: III
Semester 05 Semester 06
Intelligent Automation for Enterprise
Digital Transformation
Working with IIoT Data
Technology Leadership and Innovation
Management - II
Social Media and Text Analytics
Data Visualization Lab: II: Google Data Studio
Power BI
Final Course Project: VI: Energy: Energy
Demand Forecasting
11
Our industry-driven learning curriculum for an
on-the-job learning experience.
Our Bachelor’s program in Applied Artificial Intelligence
with Concentration in Data Science
Our Bachelor’s Program in Applied Artificial Intelligence
with a Concentration in Data Science
Our integrated lab infrastructure for learners to learn
and develop industry-standard data science applications
Interoperable
Learning
Lab

Real-world industrial solutions for
on-the-job learning experience
Theultimategoalistoempowerbusinesseswithmeasurablevaluesofdatascience.WithDeepSphere.
AI, the learning starts with deeply understanding the industry and how business uses data science
in their day-to-day operational and strategic needs. In this learning material, we demonstrate how
data science is applied in healthcare, retail, consumer, energy, and it will enable the learners to
specialize in healthcare industry solutions. The learning material provides pre-defined problem
statements, data sets, trained models, model pipelines, data pipelines, and data visualization as
references to the learners for developing their systems, applications, and other data artefacts.
Pre-Built
Use Cases
•
Pre-Defined Problem
Statements
•
Pre-Processed Data
Sets
• Pre-Trained Models
•
Pre-Built Model
Pipeline
•
Pre-Built Data
Pipeline
•
Pre-Developed Data
Visualization
Healthcare
Industry Use Cases
• Patient Health Risk
• Patient Financial Risk
• Patient Adherence
• Patient Behavioral Patterns
• Value-Based Care Delivery
• Pay for Performance
• Readmission Rate
• Discharge Rate and LOS
• Physician Performance
• Financial Forecast and Claims
• Fraud Deduction
• Case Disease Management
• Lifestyle Monitoring
• Fitness Monitoring
• Health Monitoring
12

Technologies to gain hands-on
practical problem-solving skills
Technology plays a crucial role in developing data science solutions for industrial problems. We
use several Google Cloud products and services for different parts of a data science solution in
this learning material. The learners will gain hands-on practical problem-solving skills in Google
Cloud technologies, including data analysis and analytics, machine learning models and analysis,
serverless computing, data lakehouse and extract ETL, application hosting and scaling, and storage.
Google Cloud Products and Services in Scope
Google Cloud Identity and Access Management
Machine
Learning
Models and
Applications
(MLOps)
Data
Lakehouse
and Data
Engineering
Storage
Data
Analysis and
Analytics
Serverless
Computing
Application
Hosting and
Scaling
Data
Studio
Looker
Vertex
AI
Big
Query
Cloud
Run
Cloud
Storage
Cloud
Function
Python
Streamlit
Data
Catalogue
SDK
Google
Colab
Data
Flow
Container
Registry
Cloud
Storage
Bucket
Pub/Sub
Secret
Manager
13

Platform for Learning and Developing
Data Science for an Enterprise
14
A highly productive data science learning should go beyond concepts, basic python
programming, and excel data files.
We teach you to architect real-world data science applications and guide you to work
on various solution components on Databricks and Google Cloud or AWS.
Solution
Packing
Deployment
Data
Visualization
Model
Engineering
Data
Engineering
Runtime
Infrastructure
Dashboard
Data Science
Experiment
Machine
Learning
Machine
Learning
AutoML
Experiment
Experiment
SQL
Warehouse
SQL
Editor
Table Query
Workspace Cluster Compute Data
Jobs Pipeline
SQL
Warehouse
SQL Editor
Query
History
Notebook
Query
Alerts
Partner
Connect
Feature
Store
Model
Workflow Repos
Partner
Connect

Phased Learning Approach
Advanced
Intermediate
Foundation
Specializing Industry Solutions and
Data Science Applications
• Health
• Retail
• Oil Gas
Research confirms a phased learning approach increases the learner’s active
participation and learning outcome. Therefore, for simplicity and ease of following,
we divided the book series into three phases for the learners to learn from the
foundational concepts to implementation to advanced industry specialization.
Mastering Business Processes and Enabling
Technologies - Multi-Cloud
Mastering Data Science Concepts and Methodologies
15

Unified Learning Approach
Learning data science is an interdisciplinary study of business processes, data engineering,
and machine learning. Our learning curriculum is designed to bring all the relevant necessary
skills together to learn all the mandatory skills in a single program.
16
Machine
Learning
Data
Engineering
Business
Process
I
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d
u
s
t
r
y
U
s
e
C
a
s
e
s
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n
t
e
r
p
r
i
s
e
A
r
c
h
i
t
e
c
t
u
r
e

17
The Benchmark of A Highly Productive
Data Science Program
Our
243 Training
Participants'
Feedback And
Learning
Experience
PhDs
Assistant
Professors
Professors
Associate
Professors
Research
Scholars

Dr. C. Rajankrupa
Assistant Professor
Kumaraguru college of technology
Coimbatore, Tamil Nadu, India.
Rating:
Feedback: Good
Dr. R. Lakshmi Devi
Assistant Professor
Women’s Christian College
Nungambakkam, Chennai, Tamil Nadu, India.
Rating:
Feedback: Need practical session
Dr. S. Anitha
Assistant Professor
SRM Institute of Science and Technology
Kattankulathur, Chennai, Tamil Nadu, India.
Rating:
Feedback: No
Dr. M. Anita Indu
Assistant Professor
Shri Shankarlal Sundarbai Shasun Jain College
T. Nagar, Chennai, Tamil Nadu, India.
Rating:
Feedback: Excellent
Dr. C. Mallika
Assistant Professor
E.G.S Pillay Engineering College (Autonomous)
Thethi Village, Nagapattinam, Tamil Nadu, India.
Rating:
Feedback: Good
Dr. R. Karthik
Assistant Professor
Sri Krishna Adithya College of Arts and Science
Kovai Pudur, Coimbatore, Tamil Nadu, India.
Rating:
Feedback: Good
Dr. Uma Rani Pm
Assistant Professor
Guru Shree Shantivijai Jain College
Vepery, Chennai, Tamil Nadu, India.
Rating:
Feedback: Really Good And
Very Informative
Dr. K. Hazeena
Assistant Professor
MEASI Institute of Information Technology
Royapettah, Chennai, Tamil Nadu, India.
Rating:
Feedback: Please send the recorded session
8
18

Dr. Rajeswari
Assistant Professor
Dr. MGR University, Maduravoyal,
Chennai, Tamil Nadu, India.
Rating:
Feedback: Excellent Session
Dr. Ravi Gatti
Assistant Professor
Dayananda Sagar Academy of Technology
and Management
Bangalore, Udayapura, Karnataka, India.
Rating:
Feedback: Good
Dr. K. Ranjith Singh
Assistant Professor
Karpagam Academy of Higher Education
Rating:
Feedback: Good
Dr. R. Alamelu Mangai
Assistant Professor
New Prince Shri Bhavani Arts and Science College
Medavakkam, Chennai, Tamil Nadu, India.
Rating:
Feedback: Very informative
Dr. S. Sumitra
Assistant Professor
Quaid-E-Millath Government College for
Women(A) Chennai, Tamil Nadu, India.
Rating:
Feedback: Excellent
Dr. R.K. Kavitha
Assistant Professor
Kumaraguru College of Technology
Rating:
Feedback: Good
Dr. N. Rajkumar
Professor
Vel Tech Rangarajan Dr. Sagunthala RD
Institute of Science and Technology
Avadi, Chennai, Tamil Nadu, India.
Rating:
Feedback: No
Dr. D. Thamizh Selvam
Assistant Professor
Rajiv Gandhi Arts Science College,
Thavalakuppam, Puducherry, India.
Rating:
Feedback: Informative session
16
19

Dr. R. Renuga Devi
Assistant Professor
SRM Institute of Science and Technology,
Ramapuram, Chennai, Tamil Nadu, India.
Rating:
Feedback: informative session
Dr. R. Uma
Professor
Sri Sairam Engineering College
Rating:
Feedback: Good
Dr. J. Sathiamoorthy
Assistant Professor
RMK Engineering College
Kavaraipettai, Tamil Nadu, India.
Rating:
Feedback: Great
Dr. R. Valarmathi
Assistant Professor
Rating:
Feedback: Good
Dr. A. Christoper Tamilmathi
Assistant Professor
Hindustan College of Arts and Science
Kelambakkam, Chennai, Tamil Nadu, India.
Rating:
Feedback: Good informative session
Dr. C. Deepa
Assistant Professor
Sri Ramakrishna College of Arts Science,
Rating:
Feedback: Informative session , simple explanation
Dr. Arjun Kumar GB
Assistant Professor
Dayananda Sagar Academy of Technology
and Management
Bangalore, Udayapura, Karnataka, India.
Rating:
Feedback: Good
Dr. P. Rizwan Ahmed
Assistant Professor
Mazharul Uloom College
Ambur, Tamil Nadu, India
Rating:
Feedback: Highly informative session
thank you
24
20

Dr. K. Sathesh Kumar
Assistant Professor
Kalasalingam Academy of Research and Education
Srivilliputhur, Tamil Nadu, India.
Rating:
Feedback: Good
Dr. M. Kannan
Assistant Professor
Hindusthan College of Arts Science
Rating:
Feedback: The session is good
Dr. S. Saradha
Assistant Professor
Rating:
Feedback: Very useful
Dr. M. Revathi
Assistant Professor
MEASI Institute of Technology
Rating:
Feedback: Good
Dr. Usha M
Assistant Professor
Rating:
Feedback: great
Dr. R. VALARMATHI
Assistant Professor
S.D.N.B.Vaishnav College for Women
Chromepet, Chennai, Tamil Nadu, India.
Rating:
Dr. R. Deepa
Assistant Professor
PSG College of Arts Science
Rating:
Feedback: Good
Dr. T. Sridevi
Assistant Professor
D.G.Vaishnav College
Arumbakkam, Chennai, Tamil Nadu, India.
Rating:
Feedback: Good
32
21

Dr. C. Lalitha
Assistant Professor
CTTE College for Women
Perambur, Chennai, Tamil Nadu, India.
Rating:
Feedback: Very Informative Session
Dr. Jan Shabir
Assistant Professor
S. P. College, Srinagar
Jammu and Kashmir, India.
Rating:
Feedback: Good
Dr. P. M. Mahalakshmi
Assistant Professor
PSGR Krishnammal College for Women
Rating:
Feedback: Good
Rating:
Feedback: Good
Dr. D. Helen
Assistant Professor
Dr. N. Vijayalakshmi
Assistant Professor
Rating:
Feedback: Good
Dr. Suresh Anand M
Assistant Professor
Rating:
Feedback: Nice
Dr. Arul Leena Rose P J
Assistant Professor
CSH
New Delhi, India.
Rating:
Dr. J. Mary Dallfin Bruxella
Assistant Professor
Kalasalingam Academy of Research and Education
Rating:
Feedback: Good
40
22

Dr. S. Murugeswari murthy
Professor
Bharath Institute of Higher Education
and Research, Chennai, Tamil Nadu, India.
Rating:
Dr. P. Chanthini
Assistant Professor
Rating:
Feedback: Nice session
Dr. M. Sivaji
Assistant Professor
Tiruchirapalli, Tamil Nadu, India.
Rating:
Rating:
Dr. K. Saravananathan
Others
SRM Arts and Science College
Kattankulathur, Tamil Nadu, India.
Dr. A. Muthuchudar
Assistant Professor
Sankara College of Science and Commerce
Rating:
Feedback: Good Session
Dr. A. Akila
Assistant Professor
Vels Institute of Science, Technology
and Advanced Studies, Chennai, Tamil Nadu, India.
Rating:
Feedback: Great session
Dr. C. Tharini
Professor
Crescent College
Vandalur, Chennai, Tamil Nadu, India.
Rating:
Feedback: Good
Rating:
Feedback: Good
Dr. R. Leo
Assistant Professor
SSN College of Engineering
(OMR) Kalavakkam, Tamil Nadu, India.
48
23

Dr. A. Samuel Chellathurai
Assistant Professor
SREE Saraswathi Thyagaraja College
Pollachi, Tamil Nadu, India.
Rating:
Feedback: Good
Rating:
Feedback: Excellent session
Dr. Sunil Kumar K N
Associate Professor
Sri Venkateshwara College of Engineering
Dr. A. Anitha
Assistant Professor
Dwaraka Doss Goverdhan Doss Vaishnav
College, Tamil Nadu, India.
Rating:
Feedback: Good
Dr. T. Premalatha
Assistant Professor
Rating:
Feedback: Good
Dr. S. Murugeswari murthy
Professor
Bharath Institute of Higher Education
and Research, Chennai, Tamil Nadu, India.
Rating:
Dr. S. Suganya
Assistant Professor
Rathnavel Subramaniam College of Arts and
Science, Sulur, Coimbatore, Tamil Nadu, India.
Rating:
Feedback: No suggestions
Dr. Keshavamurthy
Professor
Atria Institute of Technology
Bengaluru, Karnataka, India.
Rating:
Feedback: Good
Rating:
Feedback: Thank you for the opportunity
Dr. S. Brindha
Associate Professor
St.Peter’s Institute of Higher Education and
Research, Chennai, Tamil Nadu, India.
56
24

Dr. J. Vanitha
Professor
E.G.S Pillay Engineering College (Autonomous)
Thethi Village, Nagapattinam, Tamil Nadu, India.
Rating:
Feedback: Nice Session
Rating:
Feedback: Wonderful Session
Dr. Satyasrikanth P
Associate Professor
Dr. Tussain Hussain Shah
Assistant Professor
S. P. College, Srinagar
Rating:
Feedback: Arrange such Session in Future also.
Dr. C. V. Banupriya
Assistant Professor
Hindustan College of Arts Science
Rating:
Feedback: Wonderful session
Rating:
Feedback: Informative
Dr. K. Latha
Assistant Professor
Rating:
Rating:
Feedback: Good
Dr. K. L. Sumathy
Professor
St Anne’s Arts and Science College,
Madavaram, Chennai, Tamil Nadu, India.
Dr. A. Cathreen Graciamary
Assistant Professor
Agurchand Manmull Jain College
64
B. Dhivya
Assistant Professor
Rating:
Feedback: Good
25

Devi Kala R
Assistant Professor
Ethiraj College for Women
Rating:
Feedback: Thank you for arranging great speakers
for both inaugural and Technical session
Ponmozhi
Assistant Professor
Kalasalingam Academy of Research and Education,
Rating:
Feedback: Good
Pushpalatha H
Assistant Professor
Dr. MGR Janaki College
Rating:
Feedback: Good
Kunal Dey
Assistant Professor
Jain Deemed to be University
Rating:
Feedback: Good
A. Balamurali
Assistant Professor
St. Joseph’s Institute of Technology,
Semmancheri, Chennai, Tamil Nadu, India.
Rating:
Feedback: Good
Annalakshmi K
Assistant Professor
Dr. M.G.R Educational and Research Institute
Maduravoyal, Chennai, Tamil Nadu, India.
Rating:
Feedback: Good
S. Krishnakumar
Assistant Professor
Ramakrishna Mission Vivekananda College
Mylapore, Chennai, Tamil Nadu, India.
Rating:
Feedback: Very informative session
Kavitha
Assistant Professor
Rating:
Feedback: informative
72
26

S. Sathiya Naveena
Assistant Professor
Prince Shri Venkateshwara Padmavathy
Engineering College, Ponmar,
Rating:
Feedback: Good
Jayalakshmi S
Assistant Professor
Rating:
Feedback: Good
Maharajan M.S
Assistant Professor
Sri Sairam Institute of Technology
Rating:
Feedback: Good
V. Bakyalakshmi
Assistant Professor
Rating:
Feedback: Good
G. Saranya
Assistant Professor
Rating:
Feedback: Very informative session thank you for
giving me this opportunity and
congratulations to organize team..
V. Neethidevan
Assistant Professor
MEPCO Schlenk Engineering College
Sivakasi, Tamil Nadu, India
Rating:
Feedback: Useful
Navin Dhinnesh ADC
Assistant Professor
MEPCO Schlenk Engineering College
Sivakasi, Tamil Nadu, India
Rating:
Feedback: Good
Amanpal Singh Rayat
Assistant Professor
GNA University, Phagwara
Sri Hargobindgarh, Punjab, India.
Rating:
Feedback: Speaker are best and
contants too.
80
27

Bharanidharan G
Assistant Professor
The New College,
Rating:
Feedback: Very Interesting Session with Deep Sphere
AI, Mlops, Intelligent Automation
Arshiya Mobeen M
Assistant Professor
Rating:
Sathiya Priya S
Assistant Professor
Rating:
Feedback: Good
Santhana Megala S
Assistant Professor
Rating:
Feedback: Need Little bit slow in talk
A. V. Lakshmi Prasuna
Assistant Professor
Mahatma Gandhi Institute of Technology
Gandipet, Telangana, India.
Rating:
Feedback: Good
S.Hemavathi
Assistant Professor
Rating:
Feedback: Useful
N. Gopinath
Assistant Professor
Rating:
Feedback: Good
Shanmuga Rajathi D
Assistant Professor
Rating:
88
28

S. Jeevitha
Assistant Professor
Kalasalingam academy of Research and
Education, Srivilliputhur, Tamil Nadu, India.
Rating:
Feedback: Excellent session.Very informative.
Nagapriya J
Assistant Professor
Vivekanandha College of Arts and Sciences for
Women, Namakkal, Tamil Nadu, India.
Rating:
Kalai Kannan P
Assistant Professor
KG College of Arts and Science
Saravanampatti, Coimbatore, Tamil Nadu, India.
Rating:
Feedback: Thank you organizers
Nataraja N
Assistant Professor
Rating:
Feedback: Good
N. Vimala
Assistant Professor
Kaamadhenu Arts and Science College
Sathyamangalam, Tamil Nadu, India.
Rating:
Feedback: Good
A. Akila
Assistant Professor
RMK Engineering College
Kavaraipettai, Tamil Nadu, India.
Rating:
Feedback: Good
V. Malathi
Assistant Professor
SRM Arts and Science College
Rating:
Santosh Kumar S
Assistant Professor
Sri Venkateshwara College of Engineering
Chennai, Tamil Nadu, India
Rating:
Feedback: Excellent session
96
29

Shelly Mahajan
Assistant Professor
Lyallpur Khalsa College Techanical Campus
Jalandhar, Punjab, India.
Rating:
M. Henila
Assistant Professor
Ethiraj College for Women,
Rating:
Feedback: Very useful session
A. Lavanya
Assistant Professor
Sriram Engineering College
Veppampattu, Chennai, Tamilnadu, India.
Rating:
Feedback: Good
Amit Walia
Assistant Professor
GNA University, Phagwara
Sri Hargobindgarh, Punjab, India.
Rating:
Feedback: Informative Session
V. Rekha
Assistant Professor
Veppampattu, Chennai, Tamil Nadu, India.
Rating:
Feedback: Good
S. Yogalakshmi
Assistant Professor
Ayya Nadar Janaki Ammal College
Sivakasi, Tamil Nadu, India.
Rating:
Feedback: Fine
N.S. Kiruthika
Assistant Professor
Soka Ikeda College of Arts and Science
for Women, Madura Madanan Kuppam,
Rating:
M. Kavitha
Assistant Professor
KG College of Arts and Science
Rating:
Feedback: Good
104
30

A. Priyadharshini
Assistant Professor
SNMV College of Arts and Science
Shri Gambhirmal Bafna Nagar, Malumachampatti,
Rating:
Feedback: Good
Esther Praveena
Assistant Professor
Sriram Engineering College,
Rating:
Feedback: Overall todays session was
informative and effective
V. Christy
Assistant Professor
East Point College of Higher Education
Rating:
Feedback: It was good
N. Senthil Kumar
Assistant Professor
Kongunadu Arts and Science College,
Rating:
Feedback: Good
Vasanthakumar S
Assistant Professor
Karpagam Academy of Higher Education
Rating:
Feedback: Good
Pricy Dorin Martina S
Assistant Professor
Rating:
Feedback: Nice
Pushpalatha L
Assistant Professor
Patrician College of Arts and Science,
Adyar, Chennai, Tamil Nadu, India.
Rating:
Sivagamasundari V
Assistant Professor
Rating:
Feedback: Useful session
112
31

Thilagavathy V
Assistant Professor
Rating:
Kesavan G.D
Assistant Professor
Thiagarajar College
Madurai, Tamil Nadu, India.
Rating:
Feedback: Nice initiative
Gladis Thanka Roobi R
Assistant Professor
Annai Violet Arts and Science College
Ambattur, Chennai, Tamil Nadu, India.
Rating:
Feedback: It was good
Prabhu G
Assistant Professor
Gobi Arts Science College
Karattadipalayam, Gobichettipalayam,
Tamil Nadu, India.
Rating:
Feedback: Good
Helan Mabel T S
Assistant Professor
Rating:
V. Subha
Assistant Professor
Rating:
Feedback: Good
Dr.A. Christoper Tamilmathi
Assistant Professor
Rating:
Feedback: Good informative session
Alwin Pinakas James
Assistant Professor
KG College of Arts and Science,
Rating:
Feedback: Good and Useful Session
120
32

Muthu Kumar G
Assistant Professor
Rating:
Feedback: Excellent
Nivetha T
Assistant Professor
Rating:
Feedback: Good
Kavitha R
Assistant Professor
Rating:
Kumar G
Assistant Professor
Rating:
Feedback: Good
Rajbeer Kaur
Assistant Professor
Kanya Maha Vidyalaya Jalandhar
Rating:
B. Iswarya
Assistant Professor
Rating:
Feedback: Good
S. Punithavathi
Assistant Professor
Rating:
B. Sheeba
Assistant Professor
St. Peter’s Institute of Higher Education and
Research , Chennai, Tamil Nadu, India.
Rating:
Feedback: Good
128
33

Ezhil Dyana M.V
Assistant Professor
Rating:
Feedback: Good
Megha
Assistant Professor
Rating:
Feedback: Good
A. S. Thenmozhi
Assistant Professor
Dwaraka Doss Goverdhan Doss Vaishnav
College, Tamil Nadu, India.
Rating:
Feedback: Good
T. Ramaporkalai
Assistant Professor
Madurai Sivakasi Nadars Pioneer Meenakshi
Women’s College, Poovanthi, Sivaganga District,
Tamil Nadu, India.
Rating:
Feedback: Good
Gomathi B
Assistant Professor
Tamil Nadu, India.
Rating:
Feedback: Good
Sudharani K
Assistant Professor
Tamil Nadu, India.
Rating:
Feedback: Good
R. Dhanalakshmi
Assistant Professor
Kalasalingam Academy of Research and
Rating:
A.Vani Lavanya
Assistant Professor
St.Joseph’s Institute of Technology,
Rating:
136
34

Aparna R
Assistant Professor
M.O.P. Vaishnav College for women
Rating:
P. M. Kavitha
Assistant Professor
Rating:
Feedback: Good
P. Kaliraj
Assistant Professor
Kongunadu Arts and Science College,
Coimbatore, College Tamil Nadu, India.
Rating:
Feedback: Good
Saravana Kumar S S
Assistant Professor
Sri Ramakrishna College of Arts Science,
Rating:
Feedback: Good
D. Gokila
Assistant Professor
Rating:
Feedback: Good
Saraniya M
Assistant Professor
SRM Arts and Science College,
Rating:
Feedback: Very useful and informative
P. Priya
Assistant Professor
Tamil Nadu, India.
Rating:
Feedback: Excellent
Madhuri Tiwari
Assistant Professor
Rating:
Feedback: Good
144
35

L. Revathi
Assistant Professor
Dr. MGR Educational and Research Institute
Rating:
Feedback: Good
Murugesan G
Assistant Professor
Sree Saraswathi Thyagaraja College
Rating:
Feedback: Looking for practical oriented
Sumathi P
Assistant Professor
VLB Janakiammal College of Arts Science
Kovaipudur, Tamil Nadu, India.
Rating:
Feedback: Timing can be changed
S. Sowmiyasree
Assistant Professor
Vivekanandha College for Women
Elayampalayam, Namakkal District,
Tamil Nadu, India.
Rating:
M. Ramya
Assistant Professor
Rating:
Feedback: Overall is Good
R. Lavanya
Assistant Professor
Rating:
Feedback: Nothing
B. Bhuvaneswari
Assistant Professor
Rating:
Feedback: Good
R. Sheeba
Assistant Professor
Tamil Nadu, India.
Rating:
Feedback: Good
152
36

S. Selvakumar
Assistant Professor
Rating:
Feedback: Very Useful And Informative Session
Rani S
Assistant Professor
Government Arts College for Women,
Ramanathapuram, Tamil Nadu, India.
Rating:
Feedback: Thank you
Ilayaraja M
Assistant Professor
Rating:
Feedback: Good
Chetna
Assistant Professor
Rating:
Feedback: Good
D. Narasimha
Assistant Professor
Malla Reddy Institute of Engineering and
Technology, Secunderabad, Telangana, India.
Rating:
S. Joy Jeba Merline
Assistant Professor
VLB Janakiammal College of Arts and Science
Kovaipudur, Tamil Nadu, India.
Rating:
Feedback: Good
Sahaya Sugirtha Cindrella S
Assistant Professor
Rating:
Feedback: Good
V. Veerajayasri
Assistant Professor
Rating:
Feedback: Wonderful session
160
37

N. Mohamed Farook Ali
Assistant Professor
Rating:
Feedback: Good
Prabhaharan A
Assistant Professor
Rathnavel Subramaniam College of Arts
and Science, Sulur, Coimbatore, Tamilnadu, India.
Rating:
Feedback: Good
Jayalakshmi A
Assistant Professor
Rating:
Feedback: Good
S. Bhuvana
Assistant Professor
Rating:
Feedback: Good
M. Iswarya
Assistant Professor
Rating:
Feedback: Good
Indumathi V
Assistant Professor
and Science, Sulur, Coimbatore, Tamil Nadu, India.
Rating:
Feedback: I can able to explore new concepts.
Thank you for such an wonderful session
Chitra K
Assistant Professor
and Science, Sulur, Coimbatore, Tamilnadu, India.
Rating:
Feedback: Good
Padma R
Assistant Professor
Vels Institute of Science Technology and
Advanced Studies, Chennai, Tamil Nadu, India.
Rating:
Feedback: Good
168
38

Ilakkiya N
Assistant Professor
Tamil Nadu, India.
Rating:
Feedback: Good
Manjuladevi V
Assistant Professor
Rating:
Feedback: Good
S. Julie Violet Joyslin
Assistant Professor
Rating:
Feedback: Good
Indumathi N
Assistant Professor
Rating:
T. Yegammai
Assistant Professor
Shri Shankarlal Sundarbai Shasun Jain College
T. Nagar, Chennai, Tamil Nadu, India.
Rating:
Feedback: Good
Suganya Priya P
Assistant Professor
Rating:
Feedback: Session are related to
mostly technical.
R. Sasikala
Assistant Professor
Coimbatore, Tamilnadu, India.
Rating:
Feedback: Good
Blessy Boaz
Assistant Professor
Stella Maris College
Rating:
176
39

Syed Gulzar Ahmad
Associate Professor
Sri Pratap College, Srinagar,
Rating:
Feedback: Excellent
Sanjeev Gupta
Associate Professor
Government College of Engineering and
Technology, Jammu and Kashmir, India.
Rating:
Feedback: Excellent
V. Lalitha
Associate Professor
Sri Sairam Engineering College,
Rating:
R. Padmapriya
Associate Professor
Rating:
Feedback: Good
S. Gowri
Associate Professor
Dhanalakshmi Srinivasan College of Arts
and Science for Women (Autonomous)
Perambalur, Tamil Nadu, India.
Rating:
Feedback: Good
B. Mathivanan
Associate Professor
Sri Ramakrishna Engineering College
Rating:
Feedback: Good
Thamizharasi R
Associate Professor
Rating:
D. Kavitha
Assistant Professor
Rating:
Feedback: Good
184
40

M. Kavitha
Professor
Vel Tech Rangarajan Dr. Sagunthala RD
Institute of Science and Technology
Avadi, Chennai, Tamil Nadu, India.
Rating:
Feedback: Very Informative
V. Kavitha
Associate Professor
Rating:
Feedback: Good
R. Hema Latha
Others
Rating:
Feedback: Today class is very useful
G. Manimala
Associate Professor
Rating:
Kalimuthu
Associate Professor
Rating:
Feedback: Good
Balasree K
Associate Professor
Rating:
Feedback: Good
Ranjitha Kumari S
Associate Professor
Rating:
Feedback: Good
M. Suganya
Associate Professor
Rating:
Feedback: Very good session
192
41

Keerthiya R
Research Scholar
St. Peter’s Institute of Higher Education
and Research, Hosur, India.
Rating:
Palanimeera J
Research Scholar
Rating:
Feedback: Good
Indhumathi K
Research Scholar
Rating:
Prakash M C
Research Scholar
Rating:
Feedback: Good
Ammar Azlan
Others
AIMST University, Bedong, Kedah,
Malaysia.
Rating:
Feedback: Very good
Priya
Others
Kanya Mahavidyalaya,
Maharashtra, India.
Rating:
Feedback: Keep organising this type of sessions
Ravindranath Avaduta
Others
Mahatma Gandhi Institute of Technology,
Jntuh, Hyderabad, India.
Rating:
Feedback: Excellent
S. Sharmila
Others
KTR Kattankulathur, Chennai, Tamil Nadu, India.
Rating:
200
42

V. Shanmugarajeshwari
Research Scholar
Rating:
Sudharsan M
Research Scholar
Vels Institute of Science,Technology
Rating:
Feedback: Good
Nithyanandan M
Research Scholar
Presidency College, Chennai,
Tamil Nadu, India.
Rating:
Pushpalatha L
Research Scholar
Rating:
Divya M
Research Scholar
Rating:
Feedback: Nice explanation
Deepa M
Research Scholar
Ramapuram, Chennai, Tamil Nadu, India.
Rating:
Feedback: Very Informative
Akiladevi G
Research Scholar
Rating:
Feedback: It’s very useful session
Syedsafi S
Research Scholar
Rating:
208
43

Sudha S
Research Scholar
Sri Krishna Arts and Science College,
Kuniyamuthur, Coimbatore, Tamil Nadu, India.
Rating:
Feedback: Very interesting session
J. Gokulapriya
Research Scholar
Rating:
Feedback: Nice presentation
G. Inbasakaran
Research Scholar
Rating:
Feedback: Good
J. Meenakshi
Research Scholar
Rating:
Feedback: Satisfactory
S. Selvakumar
Research Scholar
Rating:
Feedback: Very Informative Session
Prakash K
Research Scholar
Rating:
Feedback: Good
K. Syed Mohamed Bukari
Research Scholar
Quaid E Millath Govt College
for Women, Chennai, Tamil Nadu, India.
Rating:
Feedback: Very nice session
Prakash k
Research Scholar
Rating:
Feedback: Continue this process every year
216
44

Soundarya S
Student
Rating:
Feedback: Usefull session
B. Karuppusamy
Student
Sathyamangalam, Tamilnadu, India.
Rating:
A. Antony jenifer
Student
Rating:
Axiliya M
Student
Rating:
Feedback: Really useful session
Shanthini S
Student
Rating:
Feedback: Good
Subhashree B
Student
Rating:
Feedback: Good
T. M. Sheeba
Research Scholar
Rating:
Feedback: Very good and informative
G. Banupriya
Research Scholar
Rating:
Feedback: Good
224
45

Puratchidasan G
Student
Rating:
Feedback: Good
Aakash M
Student
Rating:
S. Keerthana
Student
Rating:
Feedback: Good
B. Nagaveni
Student
Rating:
Feedback: Good
Uma Maheswari V
Student
Rating:
Feedback: Good
Devakumar K
Student
Rating:
Feedback: Good session
Abirami
Student
Rating:
Feedback: Session went very well
Nithish kumar B
Student
Rating:
Feedback: Good
232
46

Khawaish Gupta
Student
Rating:
Feedback: Excellent
Naveen Kumar N
Student
Rating:
Feedback: Good
234
47

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