• Next cohort Starts1st Jun, 2024
  • Learning FormatOnline Bootcamp
  • Course duration11 months
  • Next cohort Starts1st Jun, 2024
  • Learning FormatOnline Bootcamp

Why Join this Program

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    IBM Advantage

    Access hackathons, masterclasses, and AMA sessions. Earn IBM certificates for IBM courses

  • icons
    Generative AI Edge

    Live sessions on the latest AI trends, Generative AI tools, prompt engineering, and more

  • icons
    Applied Learning

    Capstone and 25+ industry-relevant data science projects to ensure comprehensive learning

  • icons
    Top-notch Data Science course

    Comprehensive data science curriculum with live online classes by industry experts

World’s #1 Online Bootcamp

Begin your journey to success

Get lifetime access to self-paced e-learning content

Corporate Training

Enterprise training for teams

Data Science Course Overview

This Data Science course in collaboration with IBM propels your career to become a data scientist. Gain expertise in in-demand skills like Python, SQL, Excel, Machine Learning, Tableau, generative AI, and more. Dive deep into data interpretation nuances, master Machine Learning, and enhance programming skills to elevate your Data Science career.

Key Features

  • Simplilearn's JobAssist helps you get noticed by top hiring companies
  • Masterclasses from IBM experts
  • Dedicated live sessions by faculty of industry experts
  • Industry-recognized Data Scientist Master’s certificate from Simplilearn
  • Industry-recognized IBM certifications for IBM courses
  • Ask-Me-Anything (AMA) sessions with IBM leadership
  • Capstone from 3 domains and 25+ projects
  • Exclusive hackathons conducted by IBM
  • Lifetime access to self-paced learning content
  • Program crafted to initiate your journey as a Data Scientist
  • Integrated labs for hands-on learning experience
Key Features
Simplilearn's JobAssist helps you get noticed by top hiring companies
Masterclasses from IBM experts
Dedicated live sessions by faculty of industry experts
Industry-recognized Data Scientist Master’s certificate from Simplilearn
Industry-recognized IBM certifications for IBM courses
Ask-Me-Anything (AMA) sessions with IBM leadership
Capstone from 3 domains and 25+ projects
Exclusive hackathons conducted by IBM
Lifetime access to self-paced learning content
Program crafted to initiate your journey as a Data Scientist
Integrated labs for hands-on learning experience

Data Science Certification Advantage

Get certified in data science through our IBM program and receive both Data Scientist and IBM certificates to enhance your career prospects. Gain exclusive access to expert-led masterclasses and engaging AMAs with industry leaders.

  • Master's Certificate

    Earn Your Data Scientist Certificate

    • Industry-recognized certificate by Simplilearn
    • Dedicated live sessions by faculty of industry experts
    • Lifetime access to self-paced learning content
  • IBM Certificate

    Get Ahead With IBM Advantage

    • Content and certificate by IBM
    • Masterclasses by IBM experts
    • Hackathons and AMA Sessions

About the Program

About the Data Scientist Master's program developed in collaboration with IBM

As shown in the Forrester Wave report from September 2018, IBM is the second-largest provider of Predictive Analytics and Machine Learning solutions in the world. This course offered by Simplilearn in collaboration with IBM is an applied learning program offering them a chance to gain unparalleled expertise in AI and Data science. The Data Science course in Khammam gets students ready for a rich career in the fields of Artificial Intelligence and Data Science.

Headquartered in Armonk, New York, IBM is a respected leader in premier cognitive solutions and cloud platforms, offering a vast selection of technology and consulting services. The well-established company is an acknowledged leader in research and development, investing $6 billion annually into these fields. IBM has won five Nobel prizes, five US National Medals of Science, six Turing Awards, nine US National Medals of Technology, and 10 inductions into the US Inventors Hall of Fame.

What benefits will this Data Science course in Khammam developed in collaboration with IBM give me?

You will receive certificates from IBM and Simplilearn for their respective courses, once you finish the Data Scientist online Master's program. The certificates, that this Data Science course in Khammam unlocks allows its learners to prove their skill levels in the data science realms and is an attestation that they've successfully undergone this Data Science training in Khammam. You will also receive:

  • 24/7 access to IBM’s cloud platforms, which also features IBM Watson and other relevant applications suitable for practicing your skills
  • Simplilearn’s industry-recognized Data Scientist Master's certificate

What are the learning objectives?

The Data Scientist profession is one of the most popular IT-related professions available today. IBM predicts that the need for Data Scientists will increase by 28% in 2020. Simplilearn's (in collaboration with IBM) Data Science course in Khammam, is your opportunity to master job-ready skills like clustering, data visualization, data mining, wrangling, regression models, logistic and regression testing, hypothesis testing, and statistics. The course also explores Hadoop, PROC SQL, SAS Macros, Spark, recommendation engine, supervised and unsupervised learning, and other valuable skills.

The Data Scientist Master’s program focuses on extensive Data Science training, combining online instructor-led classes and relaxed self-paced learning. Your Data Science training in Khammam culminates with a capstone - which lets you perfect your learning by allowing you to work on actual business problem statements, solving which would require the application of everything you've learned in this course. All of these skills will help you become an expert Data Scientist.

What important skills or benefits will you acquire with this Data Science course in Khammam?

  • Get a deep, working understanding of how data is structured and manipulated
  • Understand linear and non-linear regression models and classification techniques, including how to employ them, an important skill for data analysis
  • Gain a working and application level grasp of clustering and other (supervised and unsupervised learning) models like, linear and logistic regression, K-NN, dimensionality reduction, and pipeline.
  • Perform technical and scientific computing with the SciPy package and its sub-packages such as Integrate, IO, Optimize, Statistics, and Weave.
  • Achieve expertise in mathematical computing using the NumPy and Scikit-Learn packages
  • Familiarity with the many components of the Hadoop ecosystem
  • Gain experience working with HBase, including its data storage capabilities and architecture. You will also learn how to tell the difference between HBase and RDBMS, and conduct partitioning with Hive and Impala
  • You will learn about MapReduce and its characteristics, as well as how to ingest data with key tools like Sqoop and Flume
  • Uncover the secrets to running a recommendation engine, and also of time series modeling. Moreover, the program will also train you on vital ML algorithms, techniques and cutting-edge practical applications.
  • You will gain data analysis skills in using Tableau, and become proficient in building interactive dashboards in the data science training in Khammam.

What projects are included in this Data Science course in Khammam?

This Data Science training in Khammam boasts of more than 15 real-life, industry-based projects, emphasizing different domains. These projects help you grasp the more well-used concepts of Data Science and Big Data. Here are some of the projects you will encounter:

Capstone Project:

Description: You’ll undergo effective mentoring which will re-inforce your preparedness to tackle industry project attempting to resolve a real, industry problem via the skills and technologies you'd have mastered via our bootcamp. The capstone project includes all the key points of data extraction, cleaning, and visualization, and how to build and tune models. You can also choose the domain/industry dataset you want to work on, based on whatever options are available.

After you successfully submit your project, you will earn a capstone certificate, showcasing your expanded learning and skills to potential employers.

Project 1: Products rating prediction for Amazon
Domain: E-commerce
Amazon, one of the top US-based e-commerce companies, habitually recommends products to customers that fall in categories that mesh with their past product activity and reviews. Amazon recommendation engine needs a boost of its capabilities - to help it make rating predictions on non-related products and having them included on the recommendation list shown to the customer.

Project 2: Improving customer experience for Comcast
Domain: Telecom
Description: Comcast, one of the top US-based global telecommunication companies, wants to take their customer service experience to the next level by locating problem areas that reduce customer satisfaction. Once these areas are found, Comcast wants a plan on how to solve this dilemma. The company is also looking for useful strategies that they can put in place to deliver the best customer experience. 

Project 3: Attrition Analysis for IBM
Domain: Workforce Analytics
Description: IBM is one of the United States’ oldest and most well-known IT companies. This computer giant wants you to pinpoint the factors that influence employee attrition. Also, using the parameters identified, the company would like to develop a logistics regression model that predicts the employee churn rate.

Project 4: Predict accurate sales for 45 Walmart stores, taking into consideration the impact of promotional markdown events. Walmart is one of America’s main retail stores. Figure out if macroeconomic factors like the Consumer Price Index, unemployment rate, etc., impact their sales.
Domain: Retail
Description: Walmart typically holds several promotional markdown events during the year. These markdowns usually revolve around popular holidays and annual events such as Labor Day, Thanksgiving, the Super Bowl, and of course, Christmas. The weeks with these holidays have a weighing factor five times higher in valuation than the normal, uneventful weeks. Walmart, however, is facing a challenge because of unanticipated demand, a situation made worse thanks to incorrect demand estimation. This flawed estimation results in the occasional stock shortfall. Macroeconomic factors like CPI, Unemployment Index, etc. can play an important role in predicting demand, but the company hasn’t yet figured out how to leverage these factors. Part of this project involves creating a model to highlight the effects of these promotional markdowns on the holiday weeks.

Project 5: Learn how top healthcare industry leaders use Data Science to improve their business in this data science course in Khammam.
Domain: HealthCare
Description: Predictive analytics is a valuable tool for many facets of healthcare, like mediating hospital readmissions, for example. But regardless of the industry, predictors offer the most value when they can be acted upon. In other words, historical and real-time data alone are useless until the company takes appropriate action. Furthermore, in order to predict the value and effectiveness of forecasting a trend and thereby change its behavior, you have to be able to reintroduce both the predictor and the intervention into the same workflow and system where the trend originally began.

Project 6: Work on an insurance-based real-life project to understand how insurance leaders like AIG, AXA, Berkshire Hathaway, etc., use Data Science.
Domain: Insurance
Description: According to data found in the 2013 Insurance Predictive Modeling Survey, predictive analytics have increased noticeably in the insurance industry, especially among the larger companies. The survey shows a predictive modeling boost across the industry, but the trends are inconsistent. For example, every insurance company writing over $1 billion in personal insurance uses predictive modeling, but companies who deal with less than $1 billion are set in the 69% utilization range.

Project 7: See how large banks like Bank of America, Citigroup, ICICI, HDFC, etc. use Data Science to stay ahead of their competition. 
Domain: Banking
Description: A Portuguese banking institution launched a marketing campaign to give potential customers a compelling reason to invest their money in a bank term deposit. The bank used phone calls for this marketing campaign. Unfortunately, sometimes a customer got multiple calls from the campaign. Your job is to analyze all the relevant data obtained from this marketing campaign.

Project 8: Understand how stock markets like NASDAQ, NSE, and BSE leverage Data Science and Analytics to gather consumable data from complex data sets.
Domain: Stock Market
Description: You will use the Yahoo data reader to import data from the following companies: Amazon, Microsoft, Apple, Google, and Yahoo. You must then use this data to perform fundamental analytics functions such as plotting closing price, plotting stock trade by volume, running daily return analysis, and using pair plots to show the correlations between stocks.

Project 9: Learn how Data Science is used in the field of engineering by working on this case study of MovieLens Dataset Analysis.
Domain: Engineering
Description: The GroupLens Research Project is a research group at the University of Minnesota’s Department of Computer Science and Engineering. The researchers are involved in several projects relating to collaborative filtering, information filtering, and recommender systems.

Project 10: Explore how top retail companies like Amazon, Walmart, Target, etc. utilize Data Science to analyze and optimize their product placements and stock inventory.
Domain: Retail
Description: Big businesses use Analytics to optimize their product shelf placement in stores and their warehouse inventory. This project helps participants learn about the daily cycle of product optimization, taking it from the warehouse to the shelves. This cycle provides the company with insights into regular happenings in the retail sector.

Who should take this Data Science course in Khammam?

The best Data Scientists have an eclectic mixture of experience, data science knowledge, and the associated tools and technologies. It’s a fantastic career path, suitable for rookies and seasoned experts alike. Data Science professionals aspiring to make it big and having an analytical bent of mind and a good background in preliminary education will find this Data Science training in Khammam to be most beneficial; these include:

  • IT Professionals
  • Analytics Managers
  • Business Analysts
  • Banking and Finance Professionals
  • Marketing Managers
  • Supply Chain Network Managers
  • Beginners or Recent Graduates in Bachelors or Master’s Degree

What are the prerequisites for this data science course in Khammam?

If individuals are looking to enroll and get the best out of this Data Scientist Course in Khammam, they’d need

  • Basic (working level) knowledge of Statistics
  • A fundamental grasp of any related programming language

What type of jobs will I be suited for after completing this data science course in Khammam?

By being a successful program learner who completed Simplilearn's Data Science course in Khammam, you will have with you a unique skillset that will allow you to go after top jobs like:

  • Data Scientist 
  • Data Analyst
  • Manager or Lead - Analytics 
  • ML (Machine Learning) Engineer
  • Statistical Programming Specialist

Why be a Data Scientist?

Data is everywhere. We use it at work, at home, or when conducting online commerce, and more is generated every day. So, Data Scientists are consequently the highest ranked professionals in any analytics organization. Glassdoor ranks the career of Data Scientist second in the 50 Best Jobs for 2021. There’s a shortage of Data Scientists, so that’s why it’s a great idea to take this data science course in Khammam. An expert Data Scientist understands the requirement and constraints of business problems, collects the right data and makes it usable to design the right analytical strategies, apply the most effective techniques or algorithms to come up with actionable insights for implementation.

Data Science Certification Learning Path

Accelerate your career with our top-ranked data scientist course. Learn the skills needed to showcase your data science skills through our curated learning path.

Learning Path

Electives:
  • Discover R Programming with this introductory course. Learn how to write R code, utilize R data structures, and create your own functions.

  • Boost your analytics career with powerful new Microsoft® Excel skills by taking this Business Analytics course, which includes training on Power BI. These two commonly used tools, combined with official business analytics certification, will put you on the path of a successful career.

    • Aligned with PL-300: Microsoft Power BI Data Analyst certification
    • Learn Power BI Desktop layouts, BI reports, dashboards, and more
    • Learn to experiment, refine, prepare, and present data with ease
    • Explore comprehensive Power BI training for hands-on applied learning
    • Learn through a practical approach to help you gain expertise

  • Delve into AI basics and generative AI principles. Grasp the importance of explainable AI. Employ prompt engineering to enhance generative AI performance. Understand ChatGPT's mechanisms, features, and constraints. Explore varied ChatGPT applications. Gain foresight into generative AI's future and challenges.

  • Attend this online interactive industry master class to gain insights about Data Science advancements and AI techniques.

15+ Skills Covered

  • Generative AI
  • Prompt Engineering
  • ChatGPT
  • Exploratory Data Analysis
  • Descriptive Statistics
  • Inferential Statistics
  • Explainable AI
  • Conversational AI
  • Large Language Models
  • Model Building and Finetuning
  • Ensemble Learning
  • Data Visualization
  • Database Management
  • Data Science
  • Supervise and Unsupervised Learning

14+ Tools Covered

ChatGPTDalle.2MySQLFSDNumPypandasSciPypythonRSeabornScikitLearntableauMatPlotlibMicrosoft ExcelPowerBI

Industry Projects

  • Project 1

    Sales Analysis

    Utilize Python to analyze a clothing company’s sales data for the fourth quarter across Australian states to help the company make data-driven decisions for the coming year.

  • Project 2

    Employee Performance Analysis

    Build ML models to understand various factors affecting employee turnover. Use clustering, SMOTDE & K-fold validation to analyze their performance & suggest retention strategies.

  • Project 3

    Classification of Songs

    Perform exploratory data analysis and cluster analysis to create personalized song lists and an efficient recommendation system.

  • Project 4

    Interactive Sales Dashboard

    Create an interactive sales dashboard for an apparel OEM in Tableau for the sales department.

  • Project 5

    Crime Analysis with Tableau Dashboard

    Prepare a dashboard to keep the police department and the city updated on the statistics of crime events. You must create a dashboard/story using Tableau.

  • Project 6

    Marketing Strategies with Exploratory Data Analysis

    Perform exploratory data analysis and hypothesis testing to help a marketing department understand the factors contributing to customer acquisition and build a better strategy.

Disclaimer - The projects have been built leveraging real publicly available data-sets of the mentioned organizations.

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Career Support

Simplilearn JobAssist Program

Simplilearn Job Assist program is an India Specific Offering in partnership with IIMJobs.The Program offers extended support to certified learners to land their dream jobs.
IIMJobs Pro-Membership of 6 months for free

IIMJobs Pro-Membership of 6 months for free

Resume building assistance to create a powerful resume

Resume building assistance to create a powerful resume

Spotlight on IIMJobs for highlighting your profile to recruiters

Spotlight on IIMJobs for highlighting your profile to recruiters

Join the Data Science industry

Data science & analytics jobs are booming with 31% projected growth this decade. The data science platform market could surge from USD 10.15 billion (2024) to USD 29.98 billion (2029), demonstrating a 23.5% CAGR. This highlights the field's rapid expansion.

Job Icon11.5 M

Expected New Jobs For Data Science And Analytics

Source: Analytics Insight
Job Icon31%

Annual Job Growth By 2030

Source: 365 Data Science
Job IconINR 9-23 L

Average Annual Salary

Source: Glassdoor

Batch Profile

This program caters to working professionals from a variety of industries and backgrounds; the diversity of our students adds richness to class discussions and interactions.

  • The class consists of learners from excellent organizations and diverse industries
    Industry
    Information Technology - 32%BFSI - 19%Software product - 13%Pharma & Healthcare - 11%Retail - 10%Others - 15%
    Companies
     course learners from Amazon, Khammam
     course learners from Ernst & Young, Khammam
     course learners from Fidelity Investments, Khammam
     course learners from Johnson and Johnson, Khammam
     course learners from Vodafone, Khammam
     course learners from Broadcom, Khammam
     course learners from Accenture, Khammam
     course learners from Nomura Holdings, Khammam
     course learners from Ericsson, Khammam
     course learners from Infosys, Khammam
     course learners from Nvidia, Khammam
     course learners from Tata Consultancy Services, Khammam

Learner Reviews

Financing

The admission fee for this program is ₹ 57,000 (Incl. taxes)

Easy Financing Options

We have partnered with the following financing companies to provide competitive finance options at as low as 0% interest rates with no hidden cost.

ShopSePropelledLiquiLoan

₹ 4,750/month

Other Payment Options

We provide the following options for one-time payment

  • Internet
    Banking
  • Credit/Debit
    Card

₹ 57,000

(Incl. taxes)

Data Science Training FAQs

  • What is the JobAssist program?

    Simplilearn’s JobAssist program is an India-specific offering in Partnership with IIMJobs.com to help you land your dream job. With the JobAssist program, we will offer extended support for the Data Science certified learners who are looking for a job switch or starting with their first job. Upon successful completion of the Data Scientist courses in Tirupati, you will be eligible to apply for this JobAssist program and your details will be shared with IIMJobs. As a part of this JobAssist program IIMJobs will offer the following exclusive programs:

    • IIMJobs Pro-Membership for 6 Months
    • Resume Building Assistance 
    • Career Mentoring 
    • Interview Preparation 
    • Career Fairs 

  • What is the eligibility criteria to participate in the JobAssist program?

    To participate in the JobAssist program you need to:

    • Be a graduate (engineering or equivalent) 
    • Complete our Data Scientist Master's course in Tirupati successfully and earn a certificate upon completion

  • What is the iimjobs.com Pro-Membership plan?

    The iimjobs.com Pro-Membership offers learners exclusive features that aren’t available to free members.

    • Job Insights: Access to “Insights” helps you compare your application against all other applications received for a particular job
    • Recruiter Action Status: The ability to view the status of job applications whenever a recruiter takes any action
    • Follow-up: Candidates get access to one follow-up per week to a job they have applied to. If not used will be carried forward onto the next week.
    • Chat feature: Initiate chat with the recruiter who has shortlisted your application
    • Improved visibility: A star icon against your application (to improve visibility)

    .

  • What can I expect from this Simplilearn Data Science course developed in collaboration with IBM?

    As a part of this Data Science online course, in collaboration with IBM, you will receive the following:

    • Lifetime access to the e-learning course syllabus for all of the Data Science courses included in the learning path (*only for Simplilearn courses)

    • Industry-recognized certificates from IBM*(for IBM Data Science courses) and Simplilearn upon successful completion of the program

    • Access to masterclasses and hackathons conducted by IBM.

  • Will you forward my resume to the recruiter?

    No, Simplilearn or IIMJobs (our JobAssist program partner) will never forward your resume to the recruiters directly. Pro-Membership will give you access to thousands of jobs to apply for on the portal.

  • What is the salary of data scientists across the world?

    With the growing demand for data scientists but a talent scarcity, companies worldwide are paying high salaries to skilled professionals. A data science certification further increases your earning potential.

    Here are the data scientist’s average annual salaries across some top countries (Source: Payscale):

    • India - ₹972,217 in 2024

    • US - $100,507

    • Australia - A$95,254

    • Canada - C$83,638

    • Singapore - SGD71,654

    • UK - £41.437

    The pay scale may vary based on the work location, the candidate’s experience, and the increasing demand for data science professionals.

  • Can I choose not to take this JobAssist program and get a discount?

    No, the JobAssist program is a supplementary offering that comes along with the Data Scientist course. It will make your chances high to get hired by the top companies.

  • How long will this service be active for?

    This service will be active for a period of six months from your certification date.

  • What is Data Science course?

    Data Science is a broad field and you need to learn about so many concepts if you are a beginner. A Data Science course in Tirupati is a training program of around six to twelve months, often taken by industry experts to help candidates build a strong foundation in the field. Apart from the theoretical material, an online data science course includes virtual labs, industry projects, interactive quizzes, and practice tests which can give you enhanced learning experience.

  • How do I become a Data Scientist?

    This Data Science course in Tirupati co-developed with IBM will give you an insight into Data Science tools and methodologies, which is enough to prepare you to excel in your next role as a Data Scientist. You will earn an industry-recognized certificate from IBM and Simplilearn that will attest to your new skills and on-the-job expertise. The program will train you on R and Python, Machine Learning techniques, data reprocessing, regression, clustering, data analytics with SAS, data visualization with Tableau, and overview of the Hadoop ecosystem.

  • What can I expect from this Simplilearn Data Science course developed in collaboration with IBM?

    As a part of this Data Science online training in Tirupati, in collaboration with IBM, you will receive the following:

    • Lifetime access to e-learning Data Scientist course syllabus for all of the Data Science courses included in the learning path (*only for Simplilearn courses)
    • Industry-recognized certificates from IBM* and Simplilearn upon successful completion of the program
    • USD 1200 worth of IBM cloud credits that you can leverage for hands-on exposure
    • Access to IBM cloud platforms featuring IBM Watson and other software for 24/7 practice

  • How do I enroll for the Data Scientist course?

    You can enroll in this Data Science training in Tirupati on our website and make an online payment using any of the following options:

    • Visa Credit or Debit Card
    • MasterCard
    • American Express
    • Diner’s Club
    • PayPal

    Once payment is received you will automatically receive a payment receipt and access information via email.

  • I am not able to access the data science course. Who can help me?

    Contact us using the form on the right of any page on the Simplilearn website, select the live chat link, or request a callback.

  • Who are the instructors for this data science training, and how are they selected?

    Our highly qualified data science trainers are industry experts with many years of relevant experience in fields like machine learning, python for data science, and applied data science, amongst others.

    Each of them has gone through a rigorous selection process that includes profile screening, technical evaluation, and a training demo before they are certified to train for us. We also ensure that only those trainers with a high alumni rating remain on our faculty.

  • What is Global Teaching Assistance?

    Our team of skilled teaching assistants and subject matter experts is committed to guiding you to successfully master the data science course on your first try. These professionals are experts in the field of data science and enhance your learning journey by supporting you with class onboarding, project mentoring, and job guidance.

    These experts are available during business hours; they are here to respond to your inquiries and aid you in finishing your data science course.

  • What is covered under the 24/7 support promise of this data science course?

    Our support is committed to assisting you through email, chat, calls, and community forums, 24/7. On-demand support is also available to guide you through the data science course. Once you finish this data science course, you will gain lifelong access to our community forum, which will help you navigate the field of data science and establish yourself as a successful data scientist.

Data Scientist Course in Tirupati

Nestled at an elevation of 3,202 feet above sea level, Tirupati is one of the most prominent cities in Andhra Pradesh. It houses 287,035 inhabitants and possesses a high literacy rate. The city is tremendously proceeding to become an IT hub in South India. Also, the town is renowned as a famous tourist site with numerous temples and natural areas.

Located on one of the seven peaks of the Tirumala Hills, Sri Venkateswara Temple is the most famous and popular temple in Tirupati, Andhra Pradesh. The town attracts numerous tourists and pilgrims from all parts of the world. It is home to centuries-old temples with architectural splendors and diverse flora and fauna.

Named after the wealthiest temple in India, Tirupati is home to the famous Tirupati Balaji temple. Besides being a holy city, Tirupati has many attractive and picturesque natural destinations to woo your mind. Consider the following locations when visiting the beautiful city.

  • Disclaimer
  • PMP, PMI, PMBOK, CAPM, PgMP, PfMP, ACP, PBA, RMP, SP, and OPM3 are registered marks of the Project Management Institute, Inc.