R and Python for Data Analysis Professional Certification Course

Program Name - R and Python for Data Analysis Professional Certification Course

The only professional certification course you need to learn data analysis using R and Python.

Course Overview

This course is designed to equip learners with essential skills in data analysis using R and Python. It covers foundational concepts, such as data manipulation, visualization, and statistical analysis, progressing to advanced topics like machine learning, text analytics, and big data integration. Through hands-on projects and case studies, students will gain practical experience in exploring, cleaning, and analyzing data, making informed decisions based on insights. The course emphasizes both the technical and strategic aspects of data analysis, ensuring learners are well-prepared for real-world applications in diverse industries.

Course Type

Entry to Intermediate Level

Course Objectives

– To understand the fundamentals of data analysis and its applications.
– To gain proficiency in using R and Python for data manipulation, visualization, and statistical analysis.
– To explore advanced data analysis techniques, including machine learning and text analytics.
– To develop hands-on experience with data analysis tools and techniques through projects and case studies.
– To prepare learners for solving real-world business problems with data-driven insights.

What You'll Learn?

In this course, you will learn the basics of R and Python, focusing on their application in data analysis. You’ll start with data manipulation, statistical analysis, and visualization in both languages. Advanced topics include working with machine learning models, handling big data, and text analytics. Practical projects, such as stock market analysis and customer segmentation, will provide hands-on experience. By the end of the course, you’ll have the confidence to use R and Python for data-driven decision-making and business problem-solving.

Duration

– Total Hours: 60-70 hours
– Introduction: 5 hours
– R for Data Analysis: 20 hours
– Python for Data Analysis: 20 hours
– Advanced Topics: 10 hours
– Projects and Tips: 5-10 hours

Requirements

– A computer with an internet connection and basic software (RStudio, Anaconda).
– Willingness to learn programming and data analysis techniques.

Prerequisites

– Basic familiarity with programming concepts is helpful but not required.
– Fundamental understanding of mathematics and statistics is recommended.

Target Audience

– Aspiring data analysts and data scientists looking to learn R and Python.
– Professionals transitioning into data-driven roles.
– Students and researchers in need of data analysis skills for projects.
– Business analysts seeking to enhance data-driven decision-making abilities.
– Anyone interested in exploring the field of data analytics.

Batch Details

Batch Start Date

Batch Timing

Batch End Date

Batch Days

Curriculum

1. Understanding Data Analysis
– Importance and Applications of Data Analysis
– Overview of Data Analysis Lifecycle

2. R and Python for Data Analysis
– Key Features and Use Cases
– Comparison: R vs. Python

1. Getting Started with R
– Installing R and RStudio
– Understanding R Environment
– Basic R Syntax and Commands

2. Data Structures in R
– Vectors, Lists, Matrices, Arrays
– Data Frames and Tibbles

3. Data Manipulation with R
– Importing and Exporting Data (CSV, Excel, Databases)
– Data Cleaning and Transformation using `dplyr`
– Data Wrangling with `tidyr`

4. Data Visualization with R
– Introduction to `ggplot2`
– Creating Scatterplots, Histograms, and Boxplots
– Customizing Visualizations

5. Statistical Analysis in R
– Descriptive Statistics
– Hypothesis Testing (t-tests, ANOVA)
– Regression Analysis

1. Getting Started with Python
– Installing Python and IDEs (Jupyter, Anaconda)
– Python Basics: Syntax, Variables, and Data Types

2. Python Libraries for Data Analysis
– Overview of `NumPy`, `Pandas`, `Matplotlib`, `Seaborn`, and `Scikit-learn`

3. Data Structures in Python
– Lists, Tuples, Sets, and Dictionaries
– DataFrames with `Pandas`

4. Data Manipulation with Python
– Reading and Writing Data (CSV, Excel, Databases)
– Cleaning and Reshaping Data with `Pandas`
– Handling Missing Values and Duplicates

5. Data Visualization with Python
– Creating Charts and Plots with `Matplotlib` and `Seaborn`
– Advanced Visualizations (Heatmaps, Pairplots)
– Customizing and Exporting Visualizations

6. Statistical Analysis in Python
– Basic Descriptive and Inferential Statistics
– Correlation and Regression Analysis
– Time Series Analysis

1. Working with Big Data
– Overview of Big Data Technologies (Hadoop, Spark)
– Using Python and R with Big Data

2. Machine Learning Basics
– Supervised vs. Unsupervised Learning
– Simple Predictive Modeling in R and Python

3. Text Analytics
– Text Preprocessing and Sentiment Analysis
– Word Clouds and NLP Basics

4. Working with APIs and Web Scraping
– Fetching Data from APIs
– Basics of Web Scraping with `rvest` (R) and `BeautifulSoup` (Python)

1. Case Studies
– Exploratory Data Analysis on a Real Dataset (R and Python)
– Visualization and Insights Generation

2. Capstone Projects
– Analyzing Stock Market Trends
– Customer Segmentation and Sales Analysis
– Predictive Modeling for Housing Prices

1. Debugging and Error Handling in R and Python
2. Code Optimization and Performance Tuning
3. Best Practices for Data Analysis and Reporting

FAQ

Since our inception in 2021, Tech Learniversity has been dedicated to mastering the art of online education. Our unwavering commitment to delivering quality education, exceptional services, and unparalleled customer support has fostered a loyal community that continues to grow. We relentlessly pursue improvement and expansion to serve learners worldwide. Our graduates, now employed by multinational corporations, stand testament to the transformative impact of our training programs.

Tech Learniversity stands as a premier e-learning platform, offering live, interactive online training across a wide range of subjects, including Data Science, Cybersecurity, Business Intelligence, and more. Our affordable and accessible learning solutions serve a global audience, creating a vast community of learners from the US, India, the UK, Canada, and beyond.

Below are the services offered by Tech Learniversity.

1. Online Training Courses
2. Corporate Training
3. Online Institute Training
4. Online College Training
5. Online School Training
6. Online Customized 1 to 1 Training Courses
7. Online Customized Group Training Courses
8. Online Professional Internship Program
9. Online Interview Preparation Training
10.Online Customized Project Preparation
Below are benefits to be considered before choosing us ahead of others.

Why Choose Us

  1. Live Instructor Led Training
Class will be live Instructor led training and the trainers are experienced software working professionals in MNC’s. They face challenges every day at work and they know how to tackle them which they will teach it to the students. Trainers will teach them theory, concepts along with giving them basic to advanced level examples which will be useful for the students when they attend any interview or while working in any company.

  1. In-depth Industry Ready Training
Our trainers are experienced software working professionals in MNC’s so the training will be in-depth which will make the students Industry ready and the students can work independently when they join any company.

  1. Live Projects
Students will be provided 3 to 8 live projects in a particular course so that they get enough practice during and after completion of the course. This will give them confidence to work with any company as the level of work in any company will be complex.

  1. Watch recorded Video for Online and Offline Viewing
Students will be able to view the recorded class video on Tech Learniversity app online and offline by downloading the video in mobile. They can also watch the video in desktop and laptop by using our web version.

  1. Internship Program
Students will be getting Internship Certificate after completion of Internship Program which is of 3 months. We provide Internship program in almost each course so that they will find it easy to join and work with any company after completion of Internship Program. If any student has already done any course from others but only want to do Internship Program from us, they can also join our Internship Program of 3 months.

  1. Letter of Recommendation (LOR)
After successful completion of the Course and Internship Program they will get Letter of Recommendation (LOR) if they perform well as per instructions provided to them by the respective trainers.

  1. Real time working experience
We have designed all our courses and Internship Program in such a way that the students get real time working experience. This will benefit students to work independently when they join any company.

  1. Job Interview Preparation
There will be a separate session for Job Interview preparation where our trainers will guide the students about how to crack any interview, help in resume preparation and also provide tips and tricks for interview. We will also provide resources which will help in preparation of the Interview.

  1. Customized 1 to 1 Training
We also provide customize training based on the student requirements. We conduct free demo to student so that student get a chance to interact with trainer before they take the 1 to 1 class.

  1. Customized Group Training
We also provide customize training to small groups based on student’s requirements. We conduct free demo to students so that students get a chance to interact with trainer before they take the small group class.

  1. Referral Bonus
Students are also eligible for referral bonus once they purchase a course from us.

  1. Freelance Work
We will also provide tips on how to register for freelance work so that they can work as a full-time freelancer or part time freelancer to earn extra income during their free time.

  1. Community for Discussion
We will have experts and students who can discuss their queries, doubts and also can share their thoughts, solutions with each other.

  1. Superfast Support
We will provide superfast support to any queries or concern so that our students are satisfied with our services.

All the Tech Learniversity course available on our website are live Instructor led training.

Yes, we do have app available on Play Store & App Store.

Play Store: Tech Learniversity link: https://play.google.com/store/apps/details?id=co.lily.zustc
IOS Store: My Institute link: https://apps.apple.com/in/app/my-institute/id1472483563

How to Login to IOS App (My Institute)

  1. Download the My Institute app
  2. Enter the Org code: ZUSTC

We do not provide EMI facility but you can convert through Credit Card or any other method as per availability.

We will provide placement assistance after the completion of the course in coming months.

Classes will be conducted on Zoom app and link will be shared via e-mail. We will be sending you the instructions on how to attend the live class in your mobile, laptop or desktop once you enroll in any of our courses.

Yes, you can watch recordings in the mobile app or by visiting our web version with your login credentials. You will find the recording in your purchased course section after you login.  We will be sending you the instructions on how to view the recorded live class in your mobile, tablet, laptop or desktop.

Yes, you will get Completion Certification after completion of the course.

Tech Learniversity is ISO Certified (ISO 9001:2015) firm which has good value in corporate world. Certificate Number is 305022111717Q.

CONTACT US

Scroll to Top