Top 10 Data Science Courses in Mumbai with Placements [2020]

Data Science Courses in Mumbai with Placements, Data analytics courses in Mumbai
Top 10 Data Science Courses in Mumbai with Placements | Detailed comparison of Data Analytics Courses in Mumbai
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Data Science is a known & popular buzzword across industry as it has started to play critical role for business to make informed decisions and this blog is focused to provide you information on the top 10 training institutes offering data science courses in Mumbai. Data Science is a combination of two words i.e. “Data” means facts and statistics collected together for reference or analysis and “Science” means the intellectual & practical activity encompassing the systematic study of the structure & behavior of the physical and natural world through observation & experiment.

Data science is study of various procedures and systems to extract insights from data in various forms, either structured or unstructured, which is a continuation of some of the data analysis fields such as statistics, data mining, and predictive analytics and we present here top 10 data science institutes in Mumbai. With technology advancements the data analysis can be done in various forms & fields like mathematics, machine learning, computer programming, statistical modelling, data engineering and visualization, pattern recognition and learning, data warehousing, and cloud computing.

Data Science is a widely used technique for Artificial Intelligence, Machine Learning & itself. Data science isn’t exactly a subset of machine learning but it uses ML to analyse data and make predictions about the future. It combines machine learning with other disciplines like big data analytics and cloud computing. Data science is a practical application of machine learning with a complete focus on solving real-world problems.

Data scientists solve complex data problems to bring out insights and correlation relevant to a business while leveraging AI based tools & techniques. With a growing popularity of the subject, demand for Data Scientists is increasing as well. Hence, understanding the requirements of the market and what is demanded by the industry today, we are presenting you with top 10 Data Science Courses in Mumbai.

MCTA is one of the well-known and leading training institute offering data science courses in Mumbai’s Vashi, Ghatkoper, Andheri area. MCTA offers Master’s Program and which is among top 10 data science courses in Mumbai.

Learn Data Science with our interactive method of classroom delivery from industry best faculty members. The entire Data Science, Artificial Intelligence and Machine Learning Master Program Course is divided into 6 Semesters covering 250 hours of practical based training which include 20+ major modules, 15 industry projects, Hackathon Sprints and 12+ Programming and Analytics Tools.

Topics you will learn in Masters Program in Data Science, AI and Machine Learning Courses in Mumbai:

  • Statistics & Advanced Statistics
  • Data Management &Data Processing
  • R Programming
  • Tableau
  • Industry wise Capstone projects
  • BI Tools Artificial Intelligence
  • Python & Advanced Python Programming
  • Machine Learning & Deep Learning
  • Time Series Models
  • Neural Networks
  • Natural Language Processing

The duration of Data Science, Ai and Machine Learning course at MCTA is 250 Hours spread across 6 semesters:

Course Curriculum

  • Sem 1
  • Sem 2
  • Sem 3
  • Sem 4
  • Sem 5
  • Sem 6
  • Fundamentals of  Data Analytics
  • Basics Concepts in  Statistics for Data Analytics
  • Advanced Concepts in Statistics for Data Analytics
  • Probability Theory for Data Analytics
  • Data Processing Steps in Data Analytics
  • Introduction to Tableau and Power BI
  • Introduction to R Program
  • Python Programming – Basics
  • Python Programming – Advanced
  • Introduction to machine learning
  • Simple linear regression | multi-variate linear regression
  • Classification techniques
  • Clustering and dimensionality reduction
Time Series Models
  • Introduction to Neural Networks
  • Artificial Neural Networks using Tensor flow, Keras
  • Convolutional Neural Networks (CNN)
  • Recurrent Neural Networks (RNN / LSTM)
  • Natural Language Processing – sentiment Analysis
  • Segmentation
  • Tokenization

MCTA Fees

Fees for Data Science Course  at MCTA Mumbai & Navi Mumbai INR 1,50,000/-

Multiple Domain Exposure with Industry Focused Capstone Projects and Case-Studies

  • Marketing
  • Healthcare
  • Manufacturing
  • Marketing & Advertising
  • Retail
  • Travel
  • Agriculture
  • Hospitality
  • Finance
  • E-Commerce
  • Insurance
  • Telecom
  • Education
  • Sports
  • Neural Networks

Best Data Science, AI and Machine Learning Course in Mumbai with 100% Placement Assistance Offered by MCTA

MCTA offers dedicated placement support to students helping them launch themselves as Data Scientist across various Industries. Our Placement officers are constantly in touch with the top companies hiring Data Scientist and ensure every student of ours gets an opportunity to be interviewed by these Top Giants. We have developed a Placement Application where our students can see open job positions, apply for multiple jobs, and check their candidature status with multiple recruiters. Placement process is very systematic, transparent yet simple with MCTA.

MCTA Classroom Image

Data Science Courses In Mumbai MCTA Classroom

MCTA Address

Andheri Address
A1-301, Vertex Vikas Building,
Next to Metro Station Gate Exit # 4, Court Lane, Opposite Railway Station, Andheri East, Mumbai, Maharashtra 400069

Ghatkopar Address
602, G Square, Jawahar Road Next to BMC ‘N’ Ward, Above Kalyan Jewellers Nr. Ghatkopar Station, Ghatkopar East, Mumbai, Maharashtra 400077

Vashi Address
707 Haware Infotech Park Sector 30A, Plot No. 39, Near Inorbit Mall, Opp. Vashi Railway Station, Vashi, Navi Mumbai, Maharashtra 400703

MCTA Contact Details

[email protected]

8448440810 / 9807899899

ExcelR

ExcelR is considered to be one of the most reputed Data Science training institutes among top 10 Data Science Courses in Mumbai. As pioneers in the field they claim to build careers of thousands of Data Science professionals with 97.3% placement record in various MNCS in India and abroad. Their specialty is end-to-end assistance which is branded as “Training to Job Placement”. Their trainers are expert in the field and help an individual to learn & up skill the concepts, to complete the assignments and live projects.

ExcelR has a dedicated placement cell and has partnered with 150+ corporate which will facilitate the interviews and help the participants in getting placed.

Course Curriculum

  • Course Curriculum
  • Data Mining Unsupervised
  • Classifiers-Forecasting
  • Assignments & Projects
  • Other Courses

Module 1 – Data Science Project Lifecycle

Module 2 – Introduction to R and Python Basic Statistics

Module 3 – Hypothesis Testing

Module 4 – Linear Regression

Module 5 – Logistic Regression

Module 6 – Regularization Techniques

Module 7 – Multinomial Regression

Module 8 – Data Mining Unsupervised – Clustering

Module 9 – Dimension Reduction

Module 10 – Data Mining Unsupervised – Network Analytics

Module 11 – Data Mining Unsupervised – Association Rules

Module 12 – Data Mining Unsupervised – Recommender System

Module 13 – Text Mining

Module 14 – Natural Language Processing

Module 15 – Machine Learning Classifiers – KNN

Module 16 – Classifier – Naive Bayes

Module 17 – Decision Tree and Random Forest

Module 18 – Bagging and Boosting

Module 19 – Black Box Methods

Module 20 – Survival Analysis

Module 21 – Forecasting

Module 22 – Assignments

Module 23 – Projects

Module 24 – Resume Prep and Interview Support

Module 25 – Basics of Hadoop and Spark

Module 26 – Basics of R

Module 27 – Basics of Python

Module 28 – Basics of Azure

Module 29 – Basics of MYSQL

Module 30 – Tableau

ExcelR Fees

The fees of Data Science Course at ExcelR is INR 76,800/-

ExcelR Contact Details

Andheri Address

301 Shree Padmini Building, Sanpada Society,
Teli Galli Cross RdAndheri East,
Mumbai, Maharastra 400069
Phone:+91 91480 84338/7732003007

Thane Address

3rd Floor, Pratibha Building,
Opp. Theen Petrol Pump, L.B.S. Marg, Thane (W) Maharastra 400 602
Phone:+91 91480 84338/7732003007

Websitewww.excelr.com

Great Learning

Great Learning offers programs in career critical competencies such as Data Analytics Course, Data Scientist Course, Big Data, Machine Learning, Artificial Intelligence, Cloud Computing, DevOps, Full Stack Development and more. Their focus is to create industry relevant programs and craft learning experiences that help candidates learn, apply and demonstrate capabilities in areas that are driving the future. 

Data science is also one of the most popular program offered by Great Learning are considered to be part of top 10 data science courses in Mumbai. The program is focused on imparting knowledge about developing process of performing several operations on structured or unstructured data and derives meaningful insights. This process involves the application of various scientific methods, patterns, systems to operate on a given data to derive the desired outputs. In other words, data science is nothing but the study of data to extract knowledge.

Course Curriculum

Data Science and Business Analytics 

Artificial Intelligence and Machine Learning

Great Learning Mumbai Address

MTNL Rd, Poonam Complex, Mira Road, Mira Bhayandar, Maharashtra 401107.

Great Learning Contact Details

E-mail: [email protected]  

Phone:+ 91 8448092400

IMS Proschool

IMS Proschool offers a comprehensive and yet affordable program in top 10 Data Science courses in Mumbai. The program has an employment-oriented approach and is based on detailed research of company’s requirement. It prepares students for roles like Business Analyst, Data Analyst and Data Scientist and is available in full time modes. IMS has been building a long-term successful career for its students since 1977. It has emerged as the 4th most trusted education brands in AC Nielsen and Brand Equity Survey. Their approach is to help individuals realise their potential by mentoring and imparting skills.

Course Curriculum

PG Diploma in Data Science Download Brochure

  • Business Analytics
  • Advance Machine Learning & AI
  • Data Tools and Projects
  • Basics of Statistics
  • Advance Statistics
  • Exploratory Data Analysis
  • Regression Analysis
  • Time Series
  • Clustering
  • Classification
  • Python & R
  • Tableau & SQL
  • Boosting, Regularisation
  • Text mining, SVM
  • PCA, Recommender system
  • Neural Nets & Deep Learning-CNN & RNN, MLP
  • Intro to Tensor flow
  • Tensor flow application
  • Hands on Project
  • Hadoop Introduction (SQL- No SQL)
  • ML with Azure
  • Advance projects on Tableau
  • End to end project on machine learning
  • Business communication

A tri-dimensional field incorporating statistics, information technology and domain knowledge to solve problems. The field is not new but has gained a lot of popularity in the recent years with a surge in the possibilities and solutions it can offer. Proschool which is ranked 4th best institute for analytics, offers a level-based learning for data science with its three courses.

IMS Proschool Fees Structure

  • Full Time Program (Weekdays) – INR 1,80,000 (All Inclusive)
  • Part Time Program (Weekends) – INR 1,30,000 (All Inclusive)

IMS Proschool Address

Sanpada Address

Indira Institute of Business Management, 1st floor, room no-15, plot no.2, Next to Gurudwara, Sector-9, Sanpada, Navi Mumbai 400705.

Contact Person: Pankaj Jha

Email ID: [email protected]

Phone: 9152729315 | 8291374708

Open on all days except Wednesday

Sion Address

1st Floor, The Angels Education Trust Bldg, Above IDBI Bank 267, Opp Sion Hospital, Sion (west), Mumbai 400022.

Contact Person: Shahid Khan

Email ID: [email protected]

Phone: 9619207323

Open on all days except Wednesda

Thane Address

New English High School, Above TJSB Bank, 4th Floor, Ram Maruti Road, Thane (W),  400602.

Contact Person: Rahul Gupta

Email ID[email protected]

Phone: 022-25301030 | 7304485149 | 09004061792

Open on all days.

Andheri Address

3 Floor, IMS Proschool, Gokul Plaza, Opp Mehul Studio, near Chinnai College, Old Nagardas Road, Andheri East, Mumbai 400069.

Contact Person: Sahid Khan

Email ID[email protected]

Phone: 9619207323 | 7045664285

Open on all days except Wednesday

Greyatom

Greyatom is an edtech company. They have built a platform to change the way we learn technology. To provide an enriching ecosystem for enabling and skilling learners from across the globe in areas of emerging tech thereby helping them get in-demand jobs. GreyAtom Learning Platform – ‘GLabs’ are designed to upskill the learners with programs that are online, mentor led & practice centered.

Course Curriculum

  • Mod 1
  • Mod 2
  • Mod 3
  • Mod 4
  • Mod 5
  • Mod 6
  • Mod 7
  • Mod 8

Data Science toolkit

  • Fundamentals of Python
  • Introduction to Git

Python Modules

  • Manipulating Data with Numpy

  • Data Wrangling using Pandas

  • Data Visualization with Matplotlib

Statistical Tools for Data Science

  • Summarizing Data with Statistics

  • Introduction to Probability

  • Making inference from Data

Foundations of Machine Learning

  • Make your first prediction with Linear Regression

  • Optimizing linear regression models through Regularization

Supervised Machine Learning

  • Solving Classification problem using Logistic Regression

  • Building the right Decision Trees

Data Preparation for Machine Learning

  • Exploratory Data Analysis

  • Data Pre-processing Techniques

  • Feature Selection Techniques

Practical Machine Learning

  • Ensembling Techniques and Random Forest

  • Gradient Boosting Machines

  • Unsupervised Machine Learning – Clustering

Machine Learning in Production

  • Challenges in ML
  • Deployment of ML model
  • From Business Problem to Data Science Problem

Grey Atom Fees Structure

The fees for Data Science Training at Grey Atom starts from INR 78000/-

Grey Atom Address

Kurla Address

GreyAtom Edutech Pvt. Ltd.
2nd Floor, Innov8 Coworking, Piramal Agastya Private Limited Next to Phoenix Market City, Kamani Junction, Kurla West, Mumbai, Maharashtra 400070

Grey Atom Contact Details

Phone: (+91) 7977-01-59-52

Email: [email protected]

ITMInstitute for Technology & Management:

ITM Executive Education Centre offers a comprehensive program in Business Analytics and Data Science which helps to attain business analyst skills and master data analytics tools. Catering to the career advancement needs of working professionals, this business data analyst course is imparted on weekends over a period of 11 months and considered as one of its kind among top 10 data science courses in Mumbai. The curriculum is covered in a practical and hands-on manner with real world case studies to succeed in Business Analyst and Data Science roles using data analytics tools. This also helps to immerse in multi-level learning with Workshops, Hackathon, Capstone Project and Guest Lectures further providing a path towards a stable career in data science. Learn data science with placement assistance is yet another program highlight. With ITM’s data science training, get trained for four additional certifications such as Python, SAS, Tableau and Power BI.

Course Curriculum

PGP in Business Analytics & Data Science  Download Brochure

  • Semester 1
  • Semester 2
  • Statistics for Decision Making
  • Analytics with Excel
  • Optimization Method for Business Analytics
  • SQL for Data Analysis
  • Business Research Method
  • Data visualisation with Tableau
  • Python for Data Science
  • Data Science using SAS
  • Big Data Technologies
  • Multivariate Data Techniques
  • Machine Learning Part 1
  • Applied Analytics for Marketing & Sales
  • Data Science with R
  • Applied Analytics for Banking Services
  • Human Resource Analytics
  • Digital Analytics
  • Machine Learning Part 2
  • Deep Learning and Neural Networks
  • Artificial Intelligence

ITM Fees Structure

The fees for Data Science Training at ITM is INR 2,50,000/-

ITM Address

Kharghar Address

Mayuri Shinde, Senior Manager. ITM Complex, 25 & 26, Institutional Area, Sector 4, Kharghar (E), Navi Mumbai – 410 210.

ITM Contact Details

Phone: +91 8433973143

Email[email protected]

Website: www.itm.edu/

Simplilearn

Simplilearn provides outcome-based online training across digital technologies and applications such as big data, machine learning, AI, cloud computing, cybersecurity and others. So far, Simplilearn has helped more than one million professionals and 1,000 companies across 150 countries get trained, acquire certifications and reach their business and career goals.
Accelerate your career with the exclusive Data Scientist Master’s Program in collaboration with IBM. Experience world-class training by an industry leader on the most in-demand Data Science and Machine learning skills. Gain hands-on exposure to key technologies including R, SAS, Python, Tableau, Hadoop, and Spark. Become an expert Data Scientist today.
IBM is the second largest Predictive Analytics and Machine Learning solutions provider globally (source: The Forrester Wave report, September 2018). A joint partnership with Simplilearn and IBM introduces students to integrated blended learning, making them experts in Artificial Intelligence and Data Science. The program in collaboration with IBM will make students industry-ready for Artificial Intelligence and Data Science job roles.

Course Curriculum

  1. Data Science Certification Training – R Programming
  2. Data Science with Python
  3. Machine Learning
  4. Tableau Desktop 10 Qualified Associate Training
  5. Big Data Hadoop and Spark Developer
  6. Data Science Capstone

Download Brochure 

SimpliLearn Fees Structure

Being an Online Data Science Course, the fee is structured around INR 49999/-

SimpliLearn Address

Andheri Address

74/II, Cross Rd C, opp. Gate No 2, Seepz, Andheri East, Mumbai, Maharashtra- 400093

Edvancer

Edvancer is one of India’s leading data science training in mumbai, providing training in analytics, data science, machine learning, AI & big data globally. It has trained over 10,000 professionals in 25 countries in these areas. It is an IIM-IIT-ISI alumni venture for building capabilities in data science & AI and works with over 75 leading corporates including Fortune 100 companies.

Course Curriculum

PG Program in Data Science – UPES – Download Brochure

  • Business Analytics in R
  • Machine Learning in Python
  • Data Analysis in SQL
  • Introduction to Analytics
  • Fundamentals of R
  • Basic Statistics in R
  • Data Cleaning & Visualization in R
  • Linear Regression in R
  • Logistic Regression in R
  • Segmentation for marketing analytics in R
  • Time series forecasting in R
  • Decision Trees in R
  • Random Forest & XGBoost in R
  • Solving an actual business problem through analytics

Machine Learning in Python

  • Introduction to Data Science
  • Fundamentals of Python
  • Data summary & visualization in Python
  • Data Handling in Python using NumPy & Pandas
  • Basics of Machine Learning
  • Generalised Linear Models in Python
  • Tree Models using Python
  • Boosting Algorithms in Python
  • SVM and kNN in Python
  • Unsupervised learning in Python
  • Neural Networks in Python
  • Text Mining in Python
  • Ensemble Methods in Python & Bokeh
  • Introduction to SQL
  • SQL data types & operators
  • Useful operations in SQL
  • Aggregating Data in SQL
  • Functions and sub-queries in SQL
  • DML and DDL statements in SQL
  • Joins and views in SQL

Edvancer Address

Ghatkopar Address

802, G-Square, Jawahar Road, Near Ghatkopar Station, Ghatkopar(E), Mumbai – 400077.

Edvancer Contact Details

Phone: +91 8080928948

Email[email protected]

Imarticus Learning

Imarticus Learning is a leading professional education firm that offers training in financial services and analytics among top 10 data science training institutes in Mumbai. Aimed at empowering individuals with advanced skills in emerging tech, it aims to train individuals with the required skill-sets through a range of industry-endorsed programs. It has educated more than 30,000 individuals, placing them in leading firms such as Northern Trust, Wipro, Morgan Stanley, Goldman Sachs, Infosys, Cognizant, Accenture and more.

Course Curriculum

Post Graduate Program in Analytics & Artificial Intelligence –  Download Brochure

  • Statistics & R
  • Theory & Practical
  • Data Science with R
  • Theory & Practical
  • Data Science with Python
  • Theory & Practical
  • SAS Programming
  • Theory & Practical
  • Tableau

Imarticus Address

Andheri Address

5th Floor, B-Wing, Kaledonia, HDIL Building, Sahar Rd. Andheri East, Mumbai – 400069.

Phone: +91 8956083028

Thane Address

4th Floor, PES Society New English School, Ram Maruti Rd, Thane, Maharashtra 400602.

Phone: +91 8956051536

Imarticus Contact Details

TechData Solution

Data Science course in Mumbai and Data Science Training in Mumbai all together can be said as a perfect blend of mathematics, Business acumen, tools machine techniques, etc. This combination helps us to find out the hidden insight from raw data. This is very widely used in making big business decisions.

Data science deals with both structured and unstructured Data. It also takes the use of predictive analysis to get the result. Therefore data science is all about the past, present, and future. For example, an immediate decision is based on past historical data, which give a better picture of future requirement. On that basis, the present decision can be taken. And also, current data helps make the next decision as well.

Course Curriculum

Data Science Course – Download Brochure

  • Python
  • R programming
  • Statistics
  • ML & AI
  • Tableau
  • Assignments
  • Python Programming Basics

  • Working With Python Data Types

  • Conditional and Loop Statements

  • Functional Programming in Python

  • Read-Write Operation in Python

  • Data Science specific Library - Numpy

  • Data Science specific Library - Pandas

  • Data Science specific Library - Matplotlib

  • Data Science specific Library - Sklearn

  • R Basics and Background

  • Working With R Data Types

  • Conditional and Loop Statements

  • Functional Programming in R

  • Read-Write Operation in R

  • Visualization in R

  • Descriptive Statistics

  • Probability and statistics 

  • Introduction to Machine Learning and AI

  • Linear Regression

  • Logistic Regression

  • Classification Models

  • Unsupervised Machine Learning 

  • Natural Language Processing

  • AI – Deep learning-Neural Network

  • Introduction to Tableau

  • Tableau – Data Visualization

  • Project 1

    Project Title:
    Evaluating the performance of mutual funds.
    Industry:
    Finance
    Objective:
    To determine which mutual category is best for investment based on the 5 years historical data of low risk , moderate risk and high risk funds .
    Project Task:
    1. calculate annualized average returns separately for Low risk , medium risk and High risk funds.?
    2. 2) calculate variability present in the returns ?
    3. 3) calculate and compare the returns variability amongst all three mutual fund category for e.g. Are the returns for high risk
    4. funds more variable than low or medium risk funds ?
    Tools:
    Use R and Python Tool
    Techniques:
    Use Measures of central tendency (Hint : Mean Mode , Median ,CV ,Standard Deviation )
  • Project 2

    Project Title
    To study the intension of households to purchase a big screen television in next 12 month .
    Industry
    Electronics
    Project Task:
    1. What is the probability that household is planning to purchase a big screen television in the next year?
    2. What is the probability that household will actually purchase big screen television?
    3. What is the probability that household is planning to purchase a big screen television and purchase big screen television?
    4. What is the probability that household that purchases a big screen television will also purchase DVD Player .
    5. What is the probability that a household that purchases a big screen television will be satisfied with purchase?
    Tools:
    Use R and Python Tool
    Techniques:
    Use Basics and Conditional probability.
  • Project 3

    Project Title:
    Predicting sales for clothing store
    Industry:
    Retail and Garments
    Objective:
    To determine the sales of clothing store based on the size of store .
    Project Task:
    1. Need to forecast the annual sales for store based on size of stores of various location this would help franchise to open new stores .
    2. Use linear regression method that can be used to predict the values of sales (dependent variable) based on area of stores (independent variable )
    Tools:
    Use R and Python Tool
    Techniques:
    Use Linear Regression method.
  • Project 4

    Project Title:
    Identifying Good and Bad Customers for Granting Loans
    Industry:
    Banking
    Objective:
    To eradicate the risk of defaulters on given Loan before offering credit .
    Project Task:
    1. Calculate the credit score of the customers based on demographics data of customer
    2. Calculate the predicated probabilities for customers (chances) Being default on loan or not being Default on loan
    Tools:
    Use R and Python Tool
    Techniques:
    Use Logistic Regression method .
  • Project 5

    Project Title:
    predict the sales price for each house. For each Id in the test set, you must predict the value of the SalePrice variable.
    Industry:
    Housing and real estate
    Tools:
    Use R and Python Tool
    Techniques:
    Advanced regression techniques like random forest and gradient boosting
  • Project 6

    Project Title:
    forecasting revenue for three different companies
    Industry:
    FMCG
    Objective:
    To Forecast seasonal sales for three different company
    Project Task:
    Need to forecast revenues for three companies in order to better evaluate investment opportunities to your clients
    Tools:
    Use R and Python Tool

    Techniques:

    Use Arima time series forecasting method .

TechData Solution Address

Kurla Address

Office No. G11, Ground Floor, Kohinoor City Mall,
Off LBS Road, Kamani, Kurla (W),
Mumbai, Maharashtra – 400070

TechData Solution Contact Details

Phone: 9702066624 / 9769066624

Email: [email protected]

Websitehttps://www.techdatasolution.co.in/

Aditi Mathur

Aditi Mathur is a certified Digital Marketing professional with an experience in building & implementing digital strategies to transform businesses. I focus on content-driven SEO, social media marketing, email marketing, AdWords and many more practices to help businesses achieve their digital goals. She is passionate content writer & blogger with an objective to share my learning & spread awareness. She has completed Bachelors in Commerce from Rajasthan University and pursuing Masters in Digital Marketing.

3 Responses

  1. This is the information that ive been looking for. Great insights & you have explained it really well. Thank you & looking forward for more of such valuable updates.

  2. Sai Harsha says:

    Hi, Thanks for sharing nice articles…

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