Data Analyst Course in Pune

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The study of data to derive important business insights is known as data science. To analyze massive volumes of data, it is a multidisciplinary technique that blends ideas and methods from computer engineering, artificial intelligence, statistics, and mathematics.





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    Learn to Excel in Data Analyst with Industry-Focused Training at PrwaTech

    In today’s competitive digital market, businesses rely heavily on data to make informed decisions, improve customer experiences, and drive growth. Data Analysts are among the most in-demand professionals globally, helping organizations transform raw data into meaningful insights for strategic decision-making.   PrwaTech offers a comprehensive and hands-on Best Data Analyst Course in Pune designed for students, freshers, working professionals, and aspiring business analysts who want to build successful careers in Data Analytics and Business Intelligence.   With years of experience delivering advanced technology training, PrwaTech has trained professionals from leading organizations including IBM, HCL, Accenture, Wipro, ITC, and Crisil. Our industry-oriented curriculum focuses on practical learning, live projects, and real-time implementation to prepare students for modern business environments.   Our Data Analyst course provides complete training from data fundamentals to advanced analytics concepts, enabling learners to develop analytical, technical, and business intelligence skills.  

    Course Overview

    The Data Analyst Training Program in Pune at PrwaTech equips students with practical knowledge in collecting, processing, analyzing, and interpreting data to support business decision-making. The course combines theoretical concepts with practical implementation for complete understanding.   Students gain hands-on experience in data analysis, dashboard creation, business intelligence, reporting, and visualization through industry-standard methodologies and real-world business use cases.  

    Tools and Technologies Covered

    • Microsoft Excel
    • SQL
    • Power BI
    • Tableau
    • Python for Data Analysis
    • Pandas and NumPy
    • Data Visualization Tools
    • Business Intelligence Techniques
    • Data Cleaning and Transformation Methods
    • Report and Dashboard Development

    Practical Learning with Real-Time Projects

    At PrwaTech, we believe practical implementation is essential for mastering Data Analytics. Students work on real-world industry challenges through assignments, business case studies, and live projects.  

    Students Will Gain Experience In:

    • Building Interactive Dashboards
    • Data Visualization and Reporting
    • Business Performance Analysis
    • Customer and Sales Data Analysis
    • Data Cleaning and Preprocessing
    • SQL Query Implementation
    • Business Intelligence Reporting

    Why Learn Data Analyst?

    • High demand for Data Analysts across industries
    • Build analytical and decision-making capabilities
    • Access global career opportunities
    • Gain competitive salary and career growth
    • Learn industry-standard analytics tools
    • Build practical experience through live projects

    What Will Students Learn?

    • Data Analysis Fundamentals
    • Advanced Excel Techniques
    • SQL Queries and Database Management
    • Power BI Dashboard Development
    • Tableau Visualization Techniques
    • Python Programming for Data Analysis
    • Data Cleaning and Transformation
    • Business Reporting and Insights
    • Data Visualization and Interpretation
    • Real-Time Project Implementation

    Skills Gained

    • Data Analysis Skills
    • SQL and Database Management Skills
    • Dashboard Development Expertise
    • Power BI and Tableau Knowledge
    • Python for Data Analysis Skills
    • Business Intelligence and Reporting Skills
    • Analytical and Critical Thinking Abilities
    • Real-Time Problem-Solving Experience
    • Professional Project Handling Skills

    Why Choose PrwaTech?

    • Trusted Data Analyst Training Institute in Pune
    • Experienced Industry Trainers
    • Hands-On Learning Approach
    • Live Projects and Real-Time Case Studies
    • Updated Job-Oriented Curriculum
    • Flexible Online and Classroom Training
    • Certification Assistance
    • Placement and Career Support Services
    • Personalized Mentorship Sessions

    Career Opportunities After Data Analyst Training

    • Data Analyst
    • Business Analyst
    • Power BI Developer
    • Reporting Analyst
    • Business Intelligence Analyst
    • Analytics Consultant
    • Data Visualization Specialist
    • Junior Data Scientist

    Enroll Today

    Start your Data Analyst journey with PrwaTech. Learn from industry experts, gain practical experience through real-world projects, and develop job-ready skills that prepare you for a successful analytics career.   Join the Best Data Analyst Classes in Pune and become a future-ready Data Analyst with industry-relevant skills, hands-on expertise, and career-focused training.
    Performing predictions with Linear Regression
    Learning Objective: The basic objective of this data science course is to learn How to calculate a simple linear regression step-by-step, How to perform all of the calculations using a spreadsheet, How to make predictions on new data using your model, A shortcut that greatly simplifies the calculation.

    Simple linear regression

    • Multiple regression
    • Training and testing model

    Introduction to Python

    • Installation of Python framework and packages: Anaconda & pip Writing/
    • Running python programs using Spyder Command Prompt Working with Jupyter Notebooks.
    • Creating Python variables
    • Numeric, string and logical operations
    • Data containers: Lists, Dictionaries, Tuples & sets Practice assignment

    Iterative Operations & Functions in Python

    • Writing for loops in Python
    • While loops and conditional blocks List/Dictionary comprehensions with loops
    • Writing your own functions in Python Writing your own classes and functions

    Data Handling in Python using NumPy & Pandas

    • Introduction to NumPy arrays, functions & properties Introduction to Pandas & Data frames
    • Importing and exporting external data in Python Feature engineering using Python

    Data Science & Machine Learning in Python

    • Converting business problems to data problems
    • Understanding supervised and unsupervised learning with examples
    • Understanding biases associated with any machine learning algorithm Ways of
    • Reducing bias and increasing generalization capabilities Drivers of machine
    • Learning algorithms
    • Cost functions
    • Brief introduction to gradient descent
    • Importance of model validation
    • Methods of model validation
    • Cross validation & average error

    Generalized Linear Models in Python

    • Linear Regression
    • Regularization of Generalized Linear Models
    • Ridge and Lasso Regression
    • Logistic Regression
    • Methods of threshold determination and performance measures for Classification score models

    Tree Models using Python

    • Introduction to decision trees
    • Tuning tree size with cross validation Introduction to bagging algorithm Random Forests
    • Grid search and randomized grid search ExtraTrees (Extremely Randomised Trees) Partial dependence plots
    • Support Vector Machines (SVM) & kNN in Python
    • Introduction to idea of observation based learning Distances and similarities k Nearest Neighbors (kNN) for classification Brief mathematical background on SVM Regression with kNN & SVM

    Unsupervised learning in Python

    • Need for dimensionality reduction
    • Principal Component Analysis (PCA) Difference between PCAs and Latent
    • Factors Factor Analysis
    • Hierarchical, K-means & DBSCAN Clustering

    Text Mining in Python

    • Gathering text data using web scraping with url lib
    • Processing raw web data with Beautiful Soup
    • Interacting with Google search using urllib with custom user agent collecting twitter data with
    • Twitter API
    • Naive Bayes Algorithm
    • Feature Engineering with text data
    • Sentiment analysis
    Introduction to Machine Learning (ML)
    Learning Objective: The purpose of machine learning is to discover patterns in your data and then make predictions based on those often, complex patterns to answer business questions, and help solve problems. Machine learning helps analyze your data and identify trends.

    Introduction

    • What is Machine learning?
    • Overview about sci-kit learn and tensorflow
    • Types of ML
    • Some complementing fields of ML
    • ML algorithms
    • Machine learning examples

    NumPy Arrays

    • Creating multidimensional array
    • NumPy-Data types
    • Array attributes
    • Indexing and Slicing
    • Creating array views and copies
    • Manipulating array shapes
    • I/O with NumPy

    Working with Pandas

    • Installing pandas
    • Pandas data frames
    • Pandas Series
    • Data aggregation with Pandas Data Frames
    • Concatenating and appending Data Frames
    • Joining Data Frames
    • Handling missing data

    Python Regular Expressions

    • What are regular expressions?
    • The match Function
    • The search Function
    • Matching vs searching
    • Search and Replace
    • Extended Regular Expressions
    • Wildcard

    Python Oracle Database Access

    • Install the cx_Oracle and other Packages
    • Create Database Connection
    • CREATE, INSERT, READ, UPDATE and DELETE Operation
    • DML and DDL Operation with Databases
    • Performing Transactions
    • Handling Database Errors
    • Disconnecting Database

    Regression based learning

    • Simple regression
    • Multiple regression
    • Logistic regression
    • Predicting house prices with regression

    Clustering based learning

    • Definition
    • Types of clustering
    • The k-means clustering algorithm

    Data mining

    • Introducing data mining
    • Decision Tree
    • Affiity Analysis
    • Clustering

    Introducing matplotlib

    • Bar Charts
    • Line Charts
    • Scatter plots
    • Bubble charts

    Working with openCV

    • Setting up opencv
    • Loading and displaying images
    • Applying image filters
    • Tracking faces
    • Face recognition
    Statistics and Probability
    Learning Objective: Demonstrate knowledge of statistical data analysis techniques utilized in decision making. Apply principles of Data Science to the analysis of problems. Be able to restate an investigative question in terms of a statistical model or algorithm.

    Inferential statistics

    • Standard error
    • Confidence interval
    • Hypothesis testing
    • p-value

    Sample vs. population mean

    • Variance of population

    Probability and statistics

    • Probability density functions
    • Poisson Process
    • Law of large numbers
    • Normal distribution
    • Sampling distribution
    • Mean
    • Variance of Bernoulli
    • Regression
    Python Essentials
    Learning Objective: To understand why Python is a useful scripting language for developers. To learn how to design and program Python applications.

    Introduction

    • What is Python..?
    • A Brief history of Python
    • Why Should I learn Python..?
    • Installing Python
    • How to execute Python program
    • Write your first program

    Variables & Data Types

    • Variables
    • Numbers
    • String
    • Lists, Tuples & Dictionary

    Conditional Statements & Loops

    • If…statement
    • If…else statement
    • elif…statement
    • The while…Loop
    • The for….Loop

    Control Statements

    • Continue statement
    • Break statement
    • Pass statement

    Functions

    • Define function
    • Calling a function
    • Function arguments
    • Built-in functions

    Modules & Packages

    • Modules
    • How to import a module…?
    • Packages
    • How to create packages
    • Classes & Objects

    Introduction about classes & objects

    • Creating a class & object
    • Inheritance
    • Methods Overriding
    • Data hiding

    Files & Exception Handling

    • Writing data to a file
    • Reading data from a file
    • Read and Write data from CSV file
    • Try…except
    • Try…except…else
    • Finally
    • OS module
    About course

    Data Analytics Course Fees & Syllabus

    If you are hunting for the right institute to get a certified course in Data Science, then here your search ends! We are the largest institute of data science training which is known for providing advanced and basic data science certification in Pune. Data is everywhere—from e-commerce sales, app downloads to a smartphone, to supply chain management or bioinformatics or connected devices. And that massive increase in the amount and variety of data being collected is translating to an exponential growth in the computer power needed to process that data. PrwaTech’s data-science courses teach you the most powerful tools and techniques. If you’re interested in developing competitive data science skills to solve complex challenges in business or elsewhere, you might be considering a master’s in data science. It’s important to consider learning in a region — like Pune— that boasts innovation, where you will have access to people and places that are involved in the field of data science. Pune offers a wide range of quality programs that are conveniently located and can help you develop the skills you need to pursue your career goals. "Our Data Science course equips you with the skills to extract meaningful insights from data, making informed decisions and driving business growth." "Join our Data Science course to master statistical analysis, machine learning, and data visualization, preparing you for a rewarding career in data-driven industries."

    Affordable Data Science Course Fees in Pune

    If you're looking to kickstart your career in data science without breaking the bank, you'll be glad to know that Prwatech offers some of the most affordable data science course fees in Bangalore. We believe quality education should be accessible to everyone, which is why our programs are competitively priced without compromising on content or training quality. Whether you're a student or a working professional, our flexible payment options and value-packed curriculum make it easier than ever to gain in-demand skills and build a successful future in data science.
    Course goals
    Obtaining proficiency in data analysis, machine learning, and statistical modelling. empowering students to overcome difficult business challenges, succeed in data-related jobs across multiple industries, and make data-driven decisions.
    Why learn Data Science?
    Gaining knowledge of data science is advantageous as it enables individuals to utilise data to resolve intricate issues, make informed choices, and acquire profound comprehension. This skill is highly valued in a variety of industries and can result in fulfilling job prospects, growth, and innovation.
    Who should go for this course?
    This course is suitable for anyone who wants to work in the data-driven industry, regardless of whether they are an analyst, data scientist, business professional, or career changer. There are many different backgrounds and interests among those who can pursue training in data science.
    Who can take Data Science Training in Pune?
    • IT professionals
    • Business Analysts
    • Data Analysts
    • Warehouse managers
    • Application Developers
    • Job seekers in the IT industry
    • Business operators
    Why Data Science Training in Pune?
    Data Scientist is a person who Usually analyses entire accumulated data from various sources, across various machines concerned with the subject or a product in order to provide suitable insights to his company. The growth of the company depends upon the strategically plans drawn Particularly by forecasting marketing changes depending upon the insights provided by their data science. To summarize Dial Now 8147111254 for any queries regarding data science course fee & Job Assistance.
    Why Data Science Training in Pune at Prwatech?
    Our institution has been regarded as one of the best as they offer industry-standard courses for those who want to get the skills to work in the data science field. We help tech enthusiasts get fantastic in tableau, R programming, python, among other skills that they require to rise in the IT industry. Of course, there is no shortage of data science training courses as well as videos online. However, you need proper training that will help you land a job. This is why you should join us as we can help you sharpen your skills.   Best Trainers For Data Science Training in Pune.   No amount of videos is going to if you do not get hands-on training. This knowledge is not enough practical training is also required. This is why we have educators who have years of experience working in the leading MNCs. With their guidance, you will be able to be the very best.   Join Us Today!   Go to our nearest hub and get yourself enrolled. We are going to start from the beginner level and then push you to become an advanced professional data scientist with our expert guidance. Some of the best minds in the industry, you will get hands-on training and ace any interview set your eyes for. Choose the best for yourself, and do not wait any longer. We’re India’s Leading and best python training institute in Pune, offers Courses with 100% Job assistance.
    • Wi-Fi Class Rooms
    • Get trained by the finest qualified professionals
    • 100% practical training
    • Flexible timings
    • Real-Time Projects
    • Resume Writing Preparation
    • Mock Tests & interviews
    • Access to Our Learning Management System Platform
    • Access to 1000+ Online Video Tutorials
    • Weekend and Weekdays batches
    • Affordable Fees
    • Complete course support
    • Guidance till you reaches your goal.
    What Kind Of Projects Will I Be Working On As Part Of The Training?
    We provide you the chance to work on practical projects where you can put the knowledge and abilities you learned in our training to use. Our numerous projects will put your abilities and understanding of different Hadoop components to the test, ensuring that you are fully prepared for the business. These projects could be in demanding and fascinating industries like high technology, banking, insurance, retail, social networking, and so on. Six months of appropriate work experience in a corporate setting is equivalent to the Prwatech projects.
    Can I Ask for a Support Session If I Have Trouble Understanding the Material?
    You can open a ticket with our dedicated 24/7 help if you have any questions. We answer your questions and offer email help. If the email does not answer your question, we can even set up a one-on-one meeting with one of our trainers. The best thing is that you may still obtain support and help from Prwatech even after the training is over by contacting them. When it comes to doubt clearing and query resolution, there is also no cap on the quantity of queries you may pose.
    What Kinds Of Training are Available Through Prwatech?
    Prwatech primarily provides online instructor-led training and self-paced training. In addition, we provide businesses corporate training. All of our trainers are subject matter experts who work as consultants and have over five years of expertise in the business with relevant technology. The sample videos that are offered will allow you to evaluate the caliber of our teachers.
    What are the types of training available?
    Prwatech Offering 2 Types of training modes to the candidates, one can choose Wither classroom training or online classes depends on candidate flexibility.
    Does watch offer placement assistance after the course completion?
    Yes! We do provide the 100% Placement assistance as a part of our advanced data science training program once the candidate has done the course with us.
    What is the companies’ watch tie-up with?
    We tie-up with Flipkart, Capgemini, Syntel, Synchron, SunGard, HCl & Other Top MNC companies.
    Why is Data Science important?
    Due to the growing importance of data, The demand for a Data scientist is also rising. They are now becoming essential parts of products, trades, public agencies, and non-profit organizations. Data science is gaining popularity in every industry and thus playing a significant role in the functioning and growth of any product. Therefore, the requirement of the data scientists is also increased as they have to perform an important task of handling data and delivering solutions for the specific problems. With the help of Data Science, the companies will be able to recognize their client in a more improved and enhanced way. Clients are the foundation of any product and play an essential role in their success and failure. Data Science enables companies to connect with their customers in a modified manner and thus confirms the better quality and power of the product. One of the important features of Data Science is that its results can be applied to almost all types of industries such as travel, healthcare and education. With the help of Data Science, the industries can analyze their challenges easily and can also address them effectively. Today, Data science has extensive ramifications in numerous fields, i.e., in theoretical and applied research areas such as machine interpretation, speech recognition, advanced economy and also in the fields like healthcare, social science, medical informatics. Data Science influences the growth and improvements of the product by providing a lot of intelligence about customers and operations, by using methods such as data mining and Data Analysis. Data Science is one of the growing fields. It has become an important part of almost every sector. It provides the best solutions that help to fulfill the challenges of the ever-increasing demand and maintainable future. As the importance of data science is increasing day by day, the need for a data scientist is also growing. Data scientists are the future of the world.
    How do I get a Data Science job?
    Firstly you will need to polish your problem solving skills, If you are coming from a quantitative background, Data Science should be an easy transition. Before analyzing data with high-tech tools, you need to get to the foundation of data analysis. Try and connect with Data Scientist on LinkedIn. Share the projects that you have worked on , It will be very beneficial. You can also discover what kind of company you’d like to work for (size, industry, culture), what projects appeal to you, and how to prepare for the job application process, Most Importantly learn two or more programming skills. Data science is a highly interdisciplinary field, and most likely not all prior knowledge will be lost. Data scientists need to be able to connect their models to direct business impact. Although you should definitely focus on your data science experience in your resume and cover letter. Before you even think about applying for jobs, of course, you need to be sure you’ve got the skill set employers are looking for. And thankfully, there are lot of resources in our website that you can refer to know more about Data Science. Having the right skills is important but skills alone are never going to get you a job unless potential employers can see what you’re doing. “If you really want to stand out” Build your portfolio, GitHub, Blog, Kaggle profile, or all of these that showcase your interest, passion, and proficiency in data science.”
    Do I need a Data Science certificate?
    Of course, There are definitely some advantages that come along with a Data Science certification. It reflects your interest and passion in the field of data science but there’s a caveat – due to the boom of data science, there has been a massive uptake of these courses which makes them common or general. If you want to stand out, You will need to take up a course that provides you with Industry exposure, Real-Time, High-Quality projects. We have resources in our website for you to go through it. A certification is a standard to measure a great skill set. In simple words, certifications definitely matter but not because of the certificate itself but because of the skills you have gained as part of the certification. Recruiters receive a lot of applications and they focus on the skillsets and projects completed. In the end, During the interview process. The interviewer will test everything that you have mentioned in your skillset. Therefore, if you choose to go ahead with a data science certification, make sure that you keep up with your classes and gain the right skills. Certification can just arrange the Interview but it won’t get you the job, skills will. ALL THE BEST!
    What is the difference between Data Science and Machine Learning?
    For better comprehension, Data Science is the processing and analysis of data that you generate for various insights that will serve a business purposes. It is an evolutionary extension of statistics capable of dealing with the massive amounts of with the help of computer science technologies. Data scientists use a combination of tools, applications, principles and algorithms to make sense of random data clusters. Since almost all kinds of organizations today are generating exponential amounts of data around the world, it becomes difficult to monitor and store this data. Data science focuses on data modeling and data warehousing to track the ever-growing data set. The information extracted through data science applications are used to guide business processes and reach organizational goals. Data science uses a wide array of data-oriented technologies including SQL, Python, R, and Hadoop, etc. However, it also makes extensive use of statistical analysis, data visualization, distributed architecture, and more to extract meaning out of sets of data. They can also work with machine learning equally In fact, data scientists need machine learning skills for specific requirements like: Machine Learning for Predictive Reporting: Data scientists use machine learning algorithms to study transactional data to make valuable predictions. Also known as supervised learning, this model can be implemented to suggest the most effective courses of action for any company. Machine Learning for Pattern Discovery: Pattern discovery is important for businesses to set parameters in various data reports and the way to do that is through machine learning. This is basically unsupervised learning where there are no pre-decided parameters. The most popular algorithm used for pattern discovery is Clustering. Machine learning enables a computer system to make predictions or take some decisions using historical data without being explicitly programmed. Machine learning uses a massive amount of structured and semi-structured data so that a machine learning model can generate accurate result or give predictions based on that data. Machine learning works on algorithm which is followed by its own using historical data. It works only for specific domains such as if we are creating a machine learning model to detect pictures of pets, it will only give result for pets images, Any inaccurate data will not be responsive. Machine learning is being used in various places such as for online recommendation system, for Google search algorithms, YouTube suggestions, Facebook tagging suggestion, etc. It can be divided as follows: o Supervised learning o Reinforcement learning o Unsupervised learning

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