List of Online Courses and Certifications

The Comprehensive Pig Certification Training programme will help you become an expert engineer, developer, or programmer in Pig. You will develop an in-depth understanding of various concepts of Apache Pig. The course will also help you in writing complex MapReduce transformations. 

The Comprehensive Pig Certification Training Course by Edureka focuses primarily on the benefits and features of Pig. The program includes sections covering the programming structure, running mode, data models, and data types in Pig. 

Moreover, the certification course also provides the essential skills to control, administer, and process Big Data. By the end of the course, you will be proficient in the advanced concepts of Pig, including tools like relational operators, file loaders, diagnostics operators, and group operators.

Industry leaders and trainers who have years of relevant experience provide the training for the Comprehensive Pig Certification Training course. The training is an online self-paced session to meet the varying needs of participants. Besides, you will also be certified as an expert in Comprehensive Pig upon course completion.

Microsoft Power BI is a powerful self-service business analytics/business intelligence tool that is simple to implement. Power BI is also an excellent data science tool. Numerous data scientists use it to visualize and present their findings. Power BI Masterclass - beginners to advanced certification is designed by Dan We - who works in the Business Intelligence field and is presented by Udemy.

Power BI Masterclass - beginners to an advanced online course is a comprehensive programme that includes 13 hours of learning resources and 14 articles + resources for participants who want to learn how to develop in power BI with lifetime access.

Power BI Masterclass - beginners to advanced online training includes all of the fundamentals of PBI, applicants will gradually master more advanced concepts, translating chaotic data into the proper format and producing Power BI reports and dashboards and Microsoft Power BI enables the applicants to create advanced Dax analyses that are highly effective.

Microsoft Power BI is a business intelligence platform that provides tools for aggregating, analyzing, displaying, and sharing data with non-technical business users. Power BI's user interface is relatively easy for Excel users, and its connectivity with other Microsoft products makes it a highly flexible self-service tool that requires minimal initial training. 

Kirill Eremenko, who came from the Data Science consulting space with experience in finance and the Ligency team developed the Power BI A-Z: Hands-On Power BI Training For Data Science! course online certification, which Udemy offers.

.Power BI A-Z: Hands-On Power BI Training For Data Science! training provides 4.5 hours of videos, including 3 articles and lifetime access on mobile and TV. This course offers the completion of certificates also. Power BI A-Z: Hands-On Power BI Training For Data Science! the online course emphasizes Power BI fundamentals, including how to utilize aggregations to summarize information, create Treemaps, Donut Charts, and Waterfall diagrams, and connect Microsoft Power BI to data sources.

Microsoft's Power BI is a technology-driven business intelligence solution for analyzing and displaying raw data in order to deliver actionable insights. It integrates business analytics, data visualization, and best practices to facilitate data-driven decision-making within an organization. DAX is a formula language that can be used to create custom calculations for measures and calculated columns. DAX has some of the same functions as Excel formulas, as well as other functions that work with relational data and do dynamic aggregation. Advanced DAX for Microsoft Power BI Desktop online certification, which is made available by Udemy to candidates who wish to learn the analytical and business intelligence techniques utilized by the industry's leading professionals.

Microsoft Power BI Desktop: Advanced DAX for Data Analysis online course is a short-term program that incorporates 11.5 hours-long learning resources with eight articles that cover the analysis of real-world projects and business intelligence use cases with data analysis expressions (DAX) for Power BI. 

Microsoft Power BI Desktop: Advanced DAX for Data Analysis online classes cover topics including DAX engines, DAX tips & best practices, and scalar functions, as well as incorporate advanced calculations, table & filter functions, iterator ("X") functions, advanced time intelligence, and more. 

The Tableau 2024 Advanced Training: Master Tableau in Data Science online course is a study of mastering Tableau 2024 and learning about data mining and data visualization through practical exercises. The course is provided by the online education platform Udemy for the students interested in improving their knowledge of advanced  Tableau. This data science program about Tableau 2022 consists of ten hours of video content and five articles that are accessible to the students anytime for self-study.

The course curriculum led by the educators such as Kirill Ermenko and the Ligency team helps the learners to train themselves with the advanced concepts and principles of Tableau 2024. The online program is provided with subtitles to enable students to understand the content easier. The Tableau 2024 Advanced Training: Master Tableau in Data Science training course provides professional guidance to acquire data science skills and the course certificate is issued after completion. 

The Tableau 2022 A-Z: Hands-On Tableau Training For Data Science online course is developed and provided by the online education provider platform Udemy for the students interested in learning about the fundamentals of  Tableau for better presentation and assessment of the data. The course study on data visualization and data analysis through Tableau helps the candidates understand data patterns, customer behavior of purchases, trends in sales, and holdups in production. 

The course curriculum is developed by Kirill Ermenko (Data Scientist) and the Ligency team to professionally guide the students with the data science insights to solve real-life analytical situations. The course instruction consists of 8.5 hours of video lectures, six articles, quizzes, and Question and Answer sessions that build the student’s knowledge on the subject through experiential learning techniques.

The Tableau 2022 A-Z: Hands-On Tableau Training For Data Science training program is an introductory course on Tableau and the independent learning program provides course certificates to the students after course completion.

Tableau 10 and Tableau 9.3 Desktop, Server, and Data Science certification course is designed by ExcelR Solutions - Pioneer in Professional Management Trainings & Consulting and presented by Udemy which is aimed at applicants who want to learn the fundamentals of Tableau 10 and Tableau 9.3 as well as their servers and data science functionalities to become certified data scientists. The  Tableau 10 and Tableau 9.3 Desktop, Server, and Data Science online course teaches business intelligence, data analytics, data visualization, tableau desktop, tableau server, Tableau, Hadoop, and R.

Tableau 10 and Tableau 9.3 Desktop, Server & Data Science online classes by Udemy are incredibly comprehensive, lasting more than 46 hours, and include two articles and ten downloadable materials focused on covering every facet of Tableau 10 and Tableau 9.3 and explaining the tool and the principles behind data visualization. The course also makes use of real-world projects to help applicants develop practical knowledge of the tableau dashboard and server in data visualization operations.

The Data Smart for Beginners course by Jigsaw Academy is a short-term online course that introduces you to the world of data science, and its plethora of applications. Through this online course, you will learn how to use data to create more profitable and scalable business operations. 

The curriculum will primarily include the manipulation, extraction, and processes of data for analysis. An online module with seven days of access, the Data-Smart for Beginners programme will teach you the core concepts of data science and help you implement statistical models and analytics in the real world for a profitable business. 

The Data Smart for Beginners online course also provides a holistic landscape of technology involved in data science. This will help you start your journey in data science the right way, equipped with all the necessary skills to go forward in the right direction. 

Furthermore, the Data-Smart for Beginners course will also provide a quiz to help you put your acquired skills to the test. 

The Certificate in Data Analysis with R programme offers in-depth knowledge about using R, an open-source programming language, in the field of data science. 

With constant technological and business advancements, data analysis has become a popular domain with fantastic career opportunities. It revolves around applying analytical and statistical techniques and analysing data sets. This helps the decision-making process and prediction of business tactics to a great extent.

The R language provides the various techniques used in statistical computing, graphical representation, and data analysis. The online course, Certificate in Data Analysis with R, deals with practices that involve classical statistical tests, clustering, linear and nonlinear modelling, classification, time-series analysis, etc. You can also boost your career with outstanding employment opportunities by receiving the government-authenticated course certificate. 

If you are hoping to get employed by IT companies, improving your skills with the Certificate in Data Analysis with R online training will not only polish your resume but also increase your chances of being recognized in the industry.

The world is rapidly moving in the direction of Social, Mobile, Analytics and Cloud, and the industry is already on a fierce growth track to build on these fundamentals. Therefore, Vskills has designed this Certified SMAC Professional course to keep every professional and newbie updated about what these fields are and how you can utilise them to further progress in your career.

Vskills’ Certified SMAC Professional training in Social, Mobile, Analytics, and Cloud (SMAC) is an all-round, ideal option for every aspiring professional who wants to leverage the power of social media, analytics, mobile, and cloud computing. As a SMAC professional, you will be able to improve relationships with enterprises which are geographically apart.

To help you with the certification exam preparation, Vskills provides you with a comprehensive set of study material, both in the form of a soft copy and a hard copy, which covers all the topics relevant to the certification test. After passing the test, you will get a course completion certificate approved by the government and a ‘Vskills Certified’ tag which you can emblazon on platforms like Monsterindia and Shine.

Simplilearn's Introduction to Data Analytics Course for Beginners provides a basic knowledge of the fundamentals of data analytics. The course educates the students through real-world case studies and reports for an in-depth understanding of the subjects.

You will understand the difference between machine learning, data science, and data analytics with the Introduction to Data Analytics Course for Beginners. The course has a combined three hours of online self-paced learning. You can also customise your training schedule based on your requirements. Get your hands on this benefitting programme by Simplilearn and kickstart your career as a data analyst in the growing and relevant sectors.

Get your certificate in the Introduction to Data Analytics Course for Beginners today to get familiar with critical concepts of data analytics that will help you elevate the efficiency of a firm. The course will teach you how to apply the system in everyday projects. The course will educate you about various topics like project lifecycle.

Data is everywhere today. Thus, an increasing number of companies are analysing, tracking, and using data insights to make informed decisions. Codecademy’s Analyze Data with Python online course is designed to teach you the essentials of data analysis. Moreover, it offers a certificate of completion.

During Analyze Data with Python certification course, you will learn how the NumPy library is used to perform statistical calculations, organise large amounts of data, and store arrays of numbers. You will also study foundational concepts of Pandas library for data analysis and manipulation.

Throughout the Analyze Data with Python online course by Codeacademy, you will go through rich content on Pandas, SciPy, Jupyter Notebooks, NumPy, MatPlotLib, and more. The curriculum also requires you to build three data analysis projects, namely FetchMaker, A/B Testing for ShoeFly.com, and A/B Testing at Nosh Mish Mosh. Thus, you will build real-world, practical skills while solidifying theory.

R is a well-known programming language used in Data science courses. The Analyze Data with R certification programme will teach you the foundational concepts of the R programming language. During the course, you will study basic data structures and coding concepts, including functions, loops, control flow, etc., in R.

Codecademy’s Analyze Data with R online course will train you on getting the most out of your datasets. This will enable you to conduct statistical analyses and generate stunning visualisations. You will also explore R libraries such as ggplot2, gtrendsr and more.

Throughout the eight-week duration of the Analyze Data with R online programme by Codecademy, you will learn about key applications of R, including regression, data cleaning, and analysis. You'll also learn to investigate, reshape, and clean data with data frames. 

R is a well-known programming language developed for Data Scientists.  Lastly, you will work on three capstone projects to practically implement your learnings. After successful course completion, you will get a certificate of completion.

The ‘Data Analytics and Reporting’ online course is designed for the students to develop a comprehensive understanding of the principles of data analytics, data preprocessing and the techniques and tools associated with data analysis. This certification program is provided by TCS iON digital learning hub for students who fulfill the eligibility criteria.

This industry honors certification by TCS iON will impart expertise in data analytics for machine learning and for statistical algorithms. The students are engaged with virtual learning methodologies aided by digital resources, lectures, practical sessions, and the online classroom. The course mentors are the academic professionals and industry experts such as the associate professor from IIT Patna, consultants, and managers from TCS. 

The ‘Data Analytics and Reporting’ online certification course equips students with professional skills for internships and career development with five-course credits after completion of the course. Digital certificates are given to participants of the program.

Apache Zeppelin Training Course will enable the learners to delve into the facets of Apache Zeppelin which is a web-based notebook that brings data ingestion, data exploration, visualization, etc. The students will be exposed to the key concepts associated with data analytics and a Realistic approach in data visualization and simulation and will be provided with skills of web development making use of problem handling in data sharing, the usefulness of data collaboration features, and Apex Design pattern in the data management. 

The Apache Zeppelin Training online course, delivered by Mindmajix Technologies, will equip the learners with practical exposure along with the theoretical understanding of the various concepts related to Apache Zeppelin through practical projects and industry use cases. Post the Apache Zeppelin Training certification, the learners will be provided with job assistance, unlimited access to the learning materials, etc by Mindmajix. The candidates who are interested can join the programme through three different modes by paying the prescribed fee. 

TIBCO IProcess Training course is a training programme offered by e-learning platform Mindmajix in the online mode that aims at enabling the students to be familiar with the TIBCO IProcess. The training course will make learners expert in the concepts related to the TIBCO IProcess including by application, EAI Call-Out definition configuration, the configuration of ipe client, etc.

TIBCO IProcess Training online course also guides the participants to invoke the BW process using TIBCO IProcess through the BW EAI step. The learners will also delve into the Pre-Installation Tasks, Installation of iProcess Engine, Shutting Down and Starting Up a BG Process Sentinel, Configuring the Process Objects Server, and many more making use of the practical projects and case studies, The candidates can join the TIBCO IProcess Training certification through three modes i.e 30 hrs of E-Learning Videos, 30 hrs of Remote Classes in Zoom or Google meet and corporate training. Mindmajix will also give the participants the premium feature of access to the resume builder, career guidance, mock interview, etc after the completion of the training.

The Machine Learning, Data Science, and Deep Learning with Python online course is a 15.5 hours on-demand course provided by Udemy. The course teaches about Keras and Tensorflow that are used to create artificial neural networks. The course also teaches about deep learning that may be used to classify data, pictures, and feelings.

Machine Learning, Data Science, and Deep Learning with Python training teachers to use linear regression, multivariate regression, and polynomial regression to make predictions. The course teaches about Seaborn and MatPlotLib that are used to visualize data. Candidates will learn to deploy machine learning at a huge scale with Apache Spark's MLLib.

The Machine Learning, Data Science, and Deep Learning with Python syllabus covers the use of Support Vector Machines (SVM), K-Means clustering, KNN, Naive Bayes, PCA, and Decision Trees to classify data. The course teaches to develop a movie recommendation system that combines user-based and item-based collaborative filtering.

Deep Learning with Python and Keras online course is a short-term course developed by Data Weekends - Learn the essentials of Data Science in just one weekend, Jose Portilla - Head of Data Science, Pierian Data Inc., Instructor and presented by Udemy Inc., an ed-tech firm aimed at providing of online courses for professionals and beginners across 180 countries.

Deep Learning with Python and Keras certification course is intended to give you a thorough understanding of Deep Learning. The course is designed for Python beginners and intermediate programmers and data scientists who want to learn how to apply Deep Learning methods to a variety of situations.

Deep Learning with Python and Keras online training focuses on providing learners with firm ground, not just in theory, but also in coding. Learners will be taught to detect issues that can be solved using Deep Learning, develop a range of Neural Network models, and use cloud computing to boost the training and enhance their performance. 

Data Science: Deep Learning and Neural Networks in Python online certification are developed by Lazy Programmer Inc., artificial intelligence and machine learning engineer, and offered by Udemy Inc., a US-based online learning platform to help individuals boost their careers. The course is designed for individuals who are interested in mastering their skills in deep learning, machine learning, and data science. 

Data Science: Deep Learning and Neural Networks in Python online course will teach the learners to use deep learning techniques to create their artificial neural network,  fundamental building blocks of neural networks, and use Python and Numpy to create full-fledged non-linear neural networks right away. 

Data Science: Deep Learning and Neural Networks in Python online training are focused on the professionals with a background in programming as the course come with some prerequisites such as knowledge of calculus (taking derivatives), matrix arithmetic, probability, python coding, NumPy coding, linear regression, and logistic regression. candidates can also avail discounts at the time of checkout, if available. 

Python offers a more open-ended approach to data science, whereas R programming is mostly utilized for statistical research. Data analysis and statistics are the main goals of R programming, whereas production and deployment are the main goals of Python. Data Science with R and Python | R Programming certification course is developed by Oak Academy, a learning management system that also offers courses in IOS, Android, Ethical Hacking, IT, Web & Mobile Development, and is made available by Udemy.

Data Science with R and Python | R Programming online course involves 13 hours of prerecorded lectures accompanied by 4 articles and 9 downloadable resources, which is designed for the participants who wish to become certified data scientists by learning the features of Python and R programming. Data Science with R and Python | R Programming online training explains the topics like data visualization, data munging, data analysis, data manipulation, business analytics, data transformation, data frames, Pandas, Numpy, Matplotlib, and more.

Both Python and R are fantastic languages for performing data analysis. Additionally, they are both excellent for those who have never programmed before. Fortunately, there are a variety of resources and materials available to assist people along the path, regardless of whatever language they decide to learn originally. Piyush S, a data scientist, engineer, and project manager, designed the Data Analysis using Python and R for Absolute Beginner[2022] online certification, which is provided by Udemy.

Data Analysis using Python and R for Absolute Beginner[2022] online classes incorporates more than 12.5 hours of detailed lectures supported by articles, 36 downloadable resources, assignments, and case studies on bank marketing, uber supply demand, car datasets, and more. Data Analysis using Python and R for Absolute Beginner[2022] online training provides a deeper comprehension of the fundamentals of Python and R programming for data analysis operations, which also covers topics like data visualization, exploratory data analysis, website scraping, data extraction, and data cleaning.

The Complete Python/PostgreSQL Course 2.0 certification course is created by Codestars by Rob Percival - Teaching the Next Generation of Coders, Teclado by Jose Salvatierra - Software Development For Everyone, and Jose Salvatierra - Founder of Teclado and Software Engineer and is offered by Udemy Inc., an online learning platform that aides amateurs in learning new skills and knowledge and professional people in enhancing their competencies to enhance their skills.

The Complete Python/PostgreSQL Course 2.0 online course is designed for individuals who want to improve their database skills, learn about PostgreSQL and use it from Python. Learners will be skilled enough to apply their learning in other database systems such as MySQL, Microsoft SQL Server, and Oracle.

The Complete Python/PostgreSQL Course 2.0 online training is focused to help the learners get an understanding of the following topics such as user-defined functions, stored procedures, locking, and async database connections of advanced PostgreSQL.  The interested learners could enrol on the course by paying the fee. Early birds will be given a discount if available.  

Complete Python Developer : Zero to Mastery online certification is a short-term course developed by Andrei Neagoie, founder of ZTM academy and instructor of some highest-rated programming and technical courses available online and Udemy Inc., a US-based online learning platform. Some of the course graduates are now working at top tech companies like Google, Tesla, Amazon, Apple, IBM, JP Morgan, Facebook, etc.

Complete Python Developer : Zero to Mastery syllabus involves basics and fundamentals of Python programming such as data structures, object-oriented programming, functional programming, lambdas, decorators, generators, testing, debugging & handling errors, regular expressions, file processing (image, CSV, PDFs, texts, etc), web development with python, creating developer environment with PyCharm, Jupyter notebooks, VS code, sublime text, etc.

With the Complete Python Developer : Zero to Mastery certification course, candidates will also learn about machine learning with python and data science with python, working with APIs like a Twitter bot, password checker, translators, automation with python and selenium, and whatnot. Complete Python Developer : Zero to Mastery certification course is a detailed project-based course that will help the learners develop all of the modern skills required in a Python developer and boost their career just by enrolling themselves in the course.

The Python Bible™ | Everything You Need to Program in Python certification course is designed for individuals interested in data science, web development, artificial intelligence, or building robots as their own project using programs like Raspberry Pi. The course will help you learn the key fundamentals of Python programming to confidently begin your career as a python programmer.

The Python Bible™ | Everything You Need to Program in Python online certification is a short-term course offered by Udemy Inc., a US-based online learning platform. The content of the course is developed by Ziyad Yehia, an expert in teaching who uses a project-based approach and Internet of Things Academy.

The Python Bible™ | Everything You Need to Program in Python syllabus covers all the major operations in the python programming language to learn and develop the skills and techniques required in the industry which includes variables, numbers, strings, logic and data structures, loops, functional programming and object-oriented programming (OOP). interested candidates can enrol themselves in the course by enrolling themselves by making an online payment of Rs. 3,499 only.

Python 3: Deep Dive (Part 1 - Functional) online certification is created by Fred Baptiste, a professional developer, mathematician, and instructor, for professional programmers and developers who want to dive deep into Python and learn all of its functions and operations from the ground up. It is presented by Udemy, a US-based ed-tech company that provides students with the best and most up-to-date skills through its online courses.

Python 3: Deep Dive (Part 1 - Functional) syllabus contains complicated topics, learners are advised to have prior knowledge of the following topics in order to get the most out of the course: variables and simple types such as str, bool, int, and float types, for and while loops, if/else statements, using simple lists, tuples, dictionaries, and sets, defining functions using the def statement, writing simple classes using the class keyword and the __init__ method, writing instance methods, and importing modules from the standard library. 

The Complete Pandas Bootcamp: Data Science with Python course is an online certificate prgrammes that provides you a comprehensive understanding of Pandas which is a software library written for Python to use for data science/data analysis and machine learning tasks. The course will explore Machine Learning (ML) and handling and managing financial data,  the two key applications of Pandas. The curriculum equips you with must-have potential for data science and machine learning (ML) and expertise in data analysis and data manipulation. 

The Complete Pandas Bootcamp: Data Science with Python online course is broadly divided into five parts. They are (1) Pandas Basics, (2)The complete data workflow A-Z with Pandas,(3) Two Comprehensive Project Challenges, (4)Application 1: Pandas for Finance, Investing and other Time Series Data and (5) Application 2: Machine Learning with Pandas and scikit-learn. The certificate programme prepares you for the real world facilitating the learning of Pandas with real data. 

The Complete Pandas Bootcamp: Data Science with Python certification, provided by Udemy, also gives you the chance to explore practical knowledge in data science with Python as well as 150+ exercises, quizzes, and projects. You can take the course as per the level of difficulty and have the opportunity to choose between guided and non-guided modes of the course as per your comfort. The interested learners could enrol on the course by paying the fee. Early birds will be given a discount.  

Python - The Practical Guide [2022 Edition] online certification is possibly the most extensive coding preparation course available on the internet. Candidates will learn about python programming and blockchain technology in this short course and use Python programming language to efficiently teach learners everything they need to understand about programming.

Python - The Practical Guide [2022 Edition] online course is a short-term course developed by Academind by Maximilian Schwarzmüller - Online Education Provider, Maximilian Schwarzmüller - Professional Web Developer and Instructor and presented by Udemy Inc., an e-learning platform that provides technical and managerial courses.

With Python - The Practical Guide [2022 Edition] online training, candidates will learn how to build their blockchain and Cryptocurrency while learning how a Blockchain works from the base up. The course also enables students to apply their python learning to something they already know and study through 17+ hours of prerecorded video content, articles, and over 200 downloadable materials.

Complete 2-in-1 Python for Business and Finance Bootcamp course is a comprehensive online programme targeted for the Business and Finance Professionals, Python Developers, and Computer Scientists alike to explore the possible leverage of Python in the business field. The curriculum offers exhaustive content that provides the learners with very fundamental knowledge of coding to the more advanced theories.

Created by Alexander Hagmann, a Data Scientist, Finance Professional, and Entrepreneur, the Complete 2-in-1 Python for Business and Finance Bootcamp online course combines the elements of Data Science and Machine Learning with the traditional financial theories. The online programme is structured in a way that imparts both theoretical and practical knowledge of coding to the participants giving them more insight. The learners will be able to understand the coding through the real examples taken from the marketing, manufacturing, and finance fields. 

Complete 2-in-1 Python for Business and Finance Bootcamp certification, provided by Udemy, brings about an opportunity for the learner to have mastery in Python and expertise in Business & Finance, Statistics, and Regression. This course could be pursued by anyone who has a laptop or PC with internet access and does not require prior knowledge of Python Coding, Finance, Statistics, and  Data Science and learners can kickstart the course with the introductory content on the fundamentals.  

Practice Python with 100 Python Exercises online certification is a hands-on course in which applicants will learn mostly through the exercises and practise sheets offered. The course includes 2 hours of video lectures, 45+ digital study materials, and 140+ articles to help students learn about every basic topic through hands-on learning exercises and practice.

Practice Python with 100 Python Exercises online course is developed by Ardit Sulce - Founder of PythonHow, Python Programmer, Author, and Instructor and presented by Udemy, an online learning platform that assists newbies in developing new skills and knowledge, as well as professionals in improving their competencies.

As candidates progress through the Practice Python with 100 Python Exercises syllabus, the exercises become more challenging. The challenges span a wide range of topics like simple password generators, deleting duplicates, finding the smallest file, resolving issues in existing programmes, and inventing chatbots from scratch.

The Python Programming from Basics to Advanced certification course was established by Rahul Tiwari - Professional Data Scientist & Trainer and is offered on Udemy to help students gain the basic skills and knowledge in Python programming to help them land high-paying developer roles. The Python Programming from Basics to Advanced online course by Udemy focuses on teaching Python in a hands-on approach, with each session accompanied by a full code video and a programming journal.

Python Programming from Basics to Advanced online classes begin with basic Python concepts such as strings, operators, functions, and flow control before moving on to more advanced topics such as object-oriented programming, exception handling, database integration, and regular expressions. This course covers not only Python but also data science principles such as feature scaling, encoding, missing value treatment, and outlier treatment, as well as Python-based data science tools such as Pandas, Numpy, Seaborn, and Matplotlib.