List of Online Courses and Certifications

The Statistics for Data Science with Python online course introduces you to the basics of statistical procedures and methods used for data analysis. After completing this programme, you will have practical knowledge of essential topics in statistics, including – data collection, summarizing data using descriptive statistics, displaying and visualizing data, and examining relationships between variables.

The Statistics for Data Science with Python syllabus also includes hypothesis testing, probability distributions, expected values, ANOVA (analysis of variance), correlation, and regression analysis. You will also get hands-on training in statistical analysis using Jupyter notebooks and Python – the tools of choice for Data Scientists and Data Analysts. 

At the end of the Statistics for Data Science with Python course, you will undertake a project to apply various concepts learned during the course and solve a Data Science problem that involves a real-life inspired scenario. Coursera also provides a certificate upon course completion, which offers tangible career benefits. However, you must pay a fee to get the certification.

Master statistics & machine learning: intuition, math, code certification course is created by Mike X Cohen - Neuroscientist, Writer & Instructor, and is made available through Udemy which is developed for students who want to learn the core principles of machine learning and statistics. Master statistics & machine learning: intuition, math, code online course by Udemy focuses on explaining how to utilize tools such as Python, Octave, and MATLAB for machine learning and mathematical operations, including statistics.

Master statistics & machine learning: intuition, math, and code online classes aim to teach the concepts of statistics and machine learning which act as the foundational principles of A.I. and business intelligence. This course involves more than 38.5 hours of prerecorded lectures, as well as four downloadable resources and three articles on topics like correlation, regression, clustering, classification, ANOVA, black box statistics, descriptive statistics, predictive analysis, signal detection theory, probability theory, data cleaning, data visualization, and data normalization.

The Certificate Course on Artificial Intelligence and Deep Learning program is organized and offered by the Indian Institute of Technology in Roorkee on the Cloudxlab online education and innovation platform.

The courses study is about the principles and techniques involved in deep learning which is the basis for many recent innovations. In this course, the participants will gain a thorough knowledge of deep learning and machine learning with the best curriculum. The course educators include the faculties from IIT Roorkee Raksha Sharma(CSE dept) and Gaurav Dixit(DoMS dept) and the founder Sandeep Giri and Cofounders of Cloudxlab Abhinav Singh and Praveen Pavithran. 

The programming languages and tools that are used during the course study are TensorFlow, Keras, Learn, Numpy, Pandas, and Python.

Introduction to Artificial Intelligence certification by IIT Kanpur in collaboration with the MeitY offers basic techniques for building intelligent computer systems and application of artificial intelligence to solve the problems. Candidates will be given a chance to learn about formal logic, syntax, semantics, entailment and models, and much more. 

Introduction to Artificial Intelligence training is a complete package that provides high-quality video lectures and hands-on assignments that have a practical purpose. Students also become a part of group projects and partake in a final assessment examination that will ease the participants' learning process and help evaluate their progress. Various applications of Artificial Intelligence in robotics, vision, Natural Language Processing, etc., are covered in the curriculum.

Individuals participating in the Introduction to Artificial Intelligence certification course by IIT Kanpur stand to gain a lot from the programme. With bright career prospects in the field of artificial intelligence to look forward to, they also get 24*7 access to all the study material for a period of three months. The course also offers a hard copy to those candidates who complete all the assignments, pass the final exam and complete the course successfully.

Artificial Intelligence: Reinforcement Learning in Python online certification is developed by Lazy Programmer, Artificial Intelligence and Machine Learning Engineer, Lazy Programmer Team and offered by  Udemy Inc., a US-based online learning platform to help individuals boost their careers.

Artificial Intelligence: Reinforcement Learning in Python syllabus involves topics such as Markov decision processes, dynamic programming, Monte Carlo simulations, temporal difference (TD) learning (Q-Learning and SARSA), using Q-learning to create a stock trading bot, approximation method, using openAI gym, multi-brand bandit issues, explore-exploit dilemma, etc.

Artificial Intelligence: Reinforcement Learning in Python certification course is designed for the professionals working as data scientists, python programmers who have knowledge of the following topics: calculus (taking derivatives), matrix arithmetic, probability, python coding, NumPy coding, linear regression, and logistic regression as they are prerequisites for this course. Candidates who wish to enrol in the course must purchase a lifetime subscription and they can also avail the discounts available at the time of checkout.

AI-900: Microsoft Azure Artificial Intelligence Fundamentals certification course is designed by Cloud Ops - Cloud Engineer and is available through Udemy which is intended to provide learners with the fundamental knowledge and skills needed to pass the AI 900 certification exam and become certified artificial intelligence engineers. AI-900: Microsoft Azure Artificial Intelligence Fundamentals online course by Udemy is created for learners who want to commence their professional journey with artificial intelligence using their knowledge of Microsoft Azure and cloud computing.

AI-900: Microsoft Azure Artificial Intelligence Fundamentals online classes contain 4 hours of hands-on comprehensive video-based learning content. Learners will be taught about artificial intelligence workloads, machine learning principles using Azure, computer vision, and conversational AI workloads during this program. Learners who want to participate in the course must enroll by purchasing a lifetime membership to the course to access the course content.

The AI for Managers & Business: Complete Guide to Applied AI online certification was developed by Pallav Modi - Founder Aimadesimple, AI Innovator, Innovation Consultant, and Trainer - and is offered by Udemy which is designed for participants who want to explore the domains in which artificial intelligence is being used and develop an understanding of how the logic of it functions. AI for Managers & Business: Complete Guide to Applied AI online course aims to provide a detailed understanding of the application of artificial intelligence in a business context, allowing professionals and organizations to leverage the power of machine learning and deep learning to improve their productivity and work efficiency.

AI for Managers & Business: Complete Guide to Applied AI online classes focus on teaching students how to build machine learning models from the ground up, using non-programming tools built in collaboration by Microsoft Azure and Google Cloud Platform, among other things. This course covers subjects such as computer vision, natural language processing, reinforcement learning, big data, and AI methods. The course also teaches participants how to construct 5 real-world applications or models that leverage the strengths of artificial intelligence to assist them to obtain a practical understanding of the deep learning and machine learning functionalities.

With the need for accessing personal data increasing, it is essential for you to excel in protecting user privacy. While there are umpteen privacy use cases unsolved, in recent years, privacy-preserving technologies have developed. The Secure and Private AI certification course introduces you to three groundbreaking privacy-preserving technologies, including differential privacy, federated learning, and encrypted computation.

You will also master the usage of OpenMined's PySyft and deep learning tools such as PyTorch. These offer distributed and cryptographic technologies for safely training Artificial Intelligence (AI) based models on distributed private data. You can also participate in Facebook’s Secure and Private AI Scholarship Challenge. It will help you enrol in the Secure and Private AI training and win the Deep Learning or Computer Vision Nanodegree programme scholarship.

Secure and Private AI programme from Facebook is an advanced-level free course. It runs for nearly two months and provides rich learning content, interactive quizzes, a self-paced learning approach, and industry professionals’ mentorship. Besides, you will learn by doing exercises.  

MindMajix Technologies INC. developed the Artificial Intelligence Course in Hyderabad online certification to train applicants who want to acquire knowledge of artificial intelligence in order towards using their knowledge towards becoming certified data scientists and advance in their career by attracting more responsible and strategic job roles in information technology.

Artificial Intelligence Course in Hyderabad online training by MindMajix Technologies aims to help applicants develop necessary expertise in artificial intelligence as well as teach them how to automate business processes and implement artificial intelligence systems using deep learning techniques. Artificial Intelligence Course in Hyderabad online classes include practical use cases and projects which assist students in gaining a comprehensive understanding of the topics such as machine learning principles, linear regression, Keras API, and neural networks. Applicants will also obtain a deep understanding of Deep Learning algorithms, reinforcement learning, and AWS Lambda in addition to these ideas.

Artificial Intelligence Course in Bangalore online certification is developed by MindMajix Technologies INC., which is designed for individuals who want to gain knowledge of artificial intelligence and machine learning using programming languages like Python, Keras, and TensorFlow to guide the students to advance in their career as artificial intelligence engineers.

Artificial Intelligence Course in Bangalore online training by MindMajix Technologies has been specifically crafted by experienced AI professionals to meet the expectations of the modern industry for a successful career. Artificial Intelligence Course in Bangalore online classes contain 30 hours of extensive video lectures as well as real-time examples covering artificial intelligence fundamentals such as machine learning, deep learning, neural networks, TensorFlow, and many more. Students who intend to enroll in the course must select one of two learning methods: self-paced video learning or live online classes.

MindMajix Technologies Inc. offers the Artificial Intelligence Course in Pune online certification that is an industry-designed course aimed at individuals interested in learning about artificial intelligence concepts and workflows, deep learning, machine learning, TensorFlow, artificial neural networks, and performance metrics. Artificial Intelligence Course in Pune online course offers two learning modes: live online sessions hosted on Google Meet or Zoom platform, with training fees based on the option selected by the learners.

Artificial Intelligence Course in Pune online classes by MindMajix Technologies provide 30 hours of HD video lectures and 20 hours of lab training, where students will learn about the differences between supervised, unsupervised, and reinforcement learning, as well as how classification algorithms and clustering aid in the identification of AI business applications. This online training course also gives you hands-on experience with a variety of industry-specific projects that have real-world implications.

MindMajix Technologies Inc. designed the Artificial Intelligence Training Course in Dallas, USA certification course to provide learners with both practical and career-oriented abilities and experience to advance in their professional professions. Through hands-on workshops, the Artificial Intelligence Training Course in Dallas, USA online course seeks to teach learners about artificial intelligence basics and practical applications.

MindMajix's Artificial Intelligence Training Course in Dallas, USA online classes by MindMajix Technologies include 50 hours of learning resources that provide a thorough understanding of the fundamentals of machine learning, deep learning, neural networks, and other related topics. This course is structured in such a manner that it targets two different types of audiences with different learning preferences via two separate learning methods: self-paced learning and live online sessions led by a subject matter expert.

Artificial Intelligence Course in New York, USA online certification is offered by MindMajix Technologies Inc., that aims to provide candidates with an excellent opportunity to learn about and practice AI tools and technologies such as machine learning, natural language processing, deep learning, supervised and unsupervised learning models, neural networks, and much more. Artificial Intelligence Course in New York, USA online course is specifically designed to prepare applicants to become experts in the implementation of artificial intelligence solutions for real-world scenarios.

Artificial Intelligence Course in New York, USA online classes by MindMajix Technologies provide 50 hours of total learning resources In its self-paced video learning mode. Candidates can also enroll in the live online form of learning, in which sessions will be held live on Google Meet or Zoom, and in which candidates will be educated about various technical aspects of AI such as cloud computing, computer vision, AWS, Python, SAS, Tableau 10 and AWS Lambda through use cases and projects. After finishing the training, Mindmajix also provides a course completion certificate to demonstrate the mastered skillset.

Linear algebra is an area of application concerned with a system of equations and associated with vector space expressions via matrices. In other terms, one of the most important areas in mathematics is linear algebra, which is the analysis of linear functions and vectors. College Level Advanced Linear Algebra! Theory & Programming online certification is designed by Ahmed Fathy - MSc, Deep Learning Scientist & Instructor, and is delivered by Udemy.

College Level Advanced Linear Algebra! Theory & Programming online course is intended for applicants who want to utilize calculus, linear algebra, and matrices for data science, machine learning, deep learning, computer graphics, and game development. College Level Advanced Linear Algebra! Theory & Programming online classes include 35 hours of digital lectures, 15 papers, and two downloadable resources on topics such as linear regression, principal component analysis, singular value decomposition, Taylor expansion, Hessian matrix, projection matrix, inverses, and pseudo inverses.

Eigenvalues are a unique set of scalar values connected to a system of linear equations that are most likely seen in matrix equations. The characteristic components are another name for the eigenvectors. After applying linear transformations, it is a non-zero vector that can only be altered by its scalar factor. Eigenvectors and Eigenvalues online certification was developed by Ortal Arel, a certified instructor, and is made available through Udacity.

Eigenvectors and Eigenvalues online course highlights the essential technical abilities that employers seek in their employees and is geared at individuals who want to learn how technology is changing industries. Eigenvectors and Eigenvalues online training covers topics like linear transformation, characteristic equations, matrices, and principal component analysis in addition to teaching people how to compute the eigenvalue and eigenvector and explaining how they are useful and interesting when used in machine learning applications.

Mathematical Foundations of Machine Learning Course will expose the learners to the mathematics and mathematical theorems used in machine learning. The curriculum of the online course developed jointly by Dr. Jon Krohn, Ligency I Team, and Ligency Team will equip the students with a solid understanding of mathematics needed for machine learning and data science such as linear algebra and calculus, critical mathematical subjects, and many more. Mathematical Foundations of Machine Learning Online Course recommends the learner to have acquaintance with secondary school-level mathematics to take full advantage of the programme. 

Mathematical Foundations of Machine Learning Certification, offered by Udemy, will explore Data structures, Tensor operations, Eigenvectors, Eigenvalues, and the like. The students will be awarded a certificate of completion and lifetime and unlimited access to learning materials with a one-time fee only.

Learn basic high school Maths the easy way certification course is created by Chanda Academy - an education provider, which is made available through Udemy which is intended for learners who want to brush up on their understanding of the fundamentals of various mathematical topics or students who want to prepare for their mathematics examination by acquiring knowledge and expertise in high school mathematics.

Learn basic high school Maths the easy way online classes by Udemy offer 59 hours of extensive lectures supported by 89 downloadable resources, with the objective of providing learners with a solid understanding of the fundamentals and enabling them to advance much more quickly when it comes to the more difficult subjects. Learn basic high school Maths the easy way online training revolves around topics like algebra, trigonometry, probability, statistics, linear equations, integers, ratios, indices, percentages, decimals, fractions, and circles as well as discusses the strategies to acquire the ability to tackle the much feared worded problems and other complex problems easily.

Mental math is a set of abilities that permits individuals to perform calculations in their heads without the use of a pencil and paper or a calculator. Mental math is beneficial in both the classroom and daily life. Mental math can assist individuals to comprehend mathematical concepts better and find answers faster. Rajinder Goswami - Teaching & Researching Mathematics professional created the Faster than Calculator, Speed Math Techniques & Mental Math certification course, which is available on Udemy.

Faster than Calculator, Speed Math Techniques & Mental Math online course provides more than 4.5 hours of digital learning resources which are designed for the learners who to master mathematics shortcuts and mental math to improve their quantitative skills in preparation for exams such as Bank PO, Bank Clerk, IAS, IPS, PCS, RRB, and many others. With Faster than Calculator, Speed Math Techniques & Mental Math online classes, learners will acquire the knowledge of the fundamentals concepts associated with mathematics to be able to perform fast calculations as well as will be taught about various mathematical concepts like squares, cubes, fractions, decimals, percentages, averages, HCF, LCM, and more.

CouchDB is a closely packed database that enables users to operate a single database application server on any number of computers or virtual machines. Without changing any APIs, a CouchDB cluster outperforms a single-node configuration in terms of capacity and high availability. Gregory (Mad Pink) Miller, an IT expert, and developer, developed the Understanding CouchDB 3: Learn Basic & Advanced NoSQL Skills certification course, which is made available by Udemy.

Understanding CouchDB 3: Learn Basic & Advanced NoSQL Skills online training is targeted at students who already have a working knowledge of conventional databases and wish to learn the more complex ideas related to CouchDB and NoSQL. Understanding CouchDB 3: Learn Basic & Advanced NoSQL Skills online classes explains the concepts involved with design documents, query data, mango query system, clustering, and replication as well as will be taught about various versions of CouchDB.

In contrast to relational database systems, NoSQL databases store information in records. As a result, users divide them into several flexible data models and classify them as not just SQL. Genuine document databases, key-value warehouses, wide-column databases, and data structures are some examples of NoSQL database types. Learn NoSQL Database Design With CouchDB online certification is designed by Eduonix Learning Solutions in association with Eduonix-Tech and is delivered by Udemy.

Learn NoSQL Database Design With CouchDB online course involves more than 3.5 hours of comprehensive lectures along with articles and 10 downloadable resources which is intended for applicants who wish to learn the procedures involved in creating NoSQL databases using CouchDB. Learn NoSQL Database Design With CouchDB online training reevolve around topics like database design, application development, SQL, and NoSQL to provide applicants with a thorough understanding of the methods used to develop the CouchDb project on Linux and Windows platforms.

Apache CouchDB is a free and Erlang-based report NoSQL database. To store, transfer, and process its data, CouchDB makes use of a variety of formats and protocols. The information is stored in JSON, JavaScript is used as the query language with MapReduce, and the API is HTTP. The CouchDB - Mastering Database Design with CouchDB certification course was developed by the online coding learning community eduCode Forum and is made available by Udemy.

CouchDB - Mastering Database Design with CouchDB online course is a self-paced learning program with 4 hours of prerecorded lessons and downloadable resources that aims to provide learners an overview of both the fundamental and more complex concepts of database design using Apache CouchDB. CouchDB - Mastering Database Design with CouchDB online classes discusses topics like SQL, NoSQL, MongoDB, replication, synchronization, application development, and CouchDB deployment as well as will be taught about strategies to create, update and delete databases and documents.

PouchDB is an accessible JavaScript database modeled after Apache CouchDB and optimized for browser use. PouchDB was designed to assist web developers in creating applications that function equally well online and offline. Master PouchDB: A Complete Guide on PouchDB online certification is developed by Edulearners Technologies- an online educational platform and is offered by Udemy.

Master PouchDB: A Complete Guide on PouchDB online training provides more than 2.5 hours of study materials that are aimed to help the participants in acquiring an understanding of every concept of PouchDB. With Master PouchDB: A Complete Guide on PouchDB online classes, participants will be taught about database commands, remote databases, replication, and synchronization and will develop the skills required to build applications that can be used both offline and online and that use PouchDB and CouchDB

A NoSQL open-source database called CouchDB is developed on industry guidelines to make the web more accessible and device-compatible. NoSQL databases are beneficial for really large distributed datasets, particularly for the big data's characteristically substantial quantities of non-uniform information in a variety of formats. Mastering Apache CouchDB NoSQL Databases online certification is created by Launch Programmers - a programming training platform, which is delivered by Udemy.

Mastering Apache CouchDB NoSQL Databases online course is a short-term program that involves 1.5 hours of video-based lessons that are targeted at candidates who want to learn about the CouchDB strategies involved to pursue a career in NoSQL databases. Mastering Apache CouchDB NoSQL Databases online training focuses on providing candidates with a basic understanding of CouchDB and how to set it up as well as covers the methods for creating and deleting databases as well as how to connect CouchDB to other applications like Python, Java, PHP, and NodeJS.

Build apps with Ionic 3, PouchDB, CouchDB and use Offline online certification is created by Nataniel Paiva - Engineering Leader & Teacher, which is offered by Udemy which is aimed at the participants who want to acquire the knowledge of the strategies and techniques utilized to build an application using the core functionalities and approaches associated with programs like PouchDB, CouchDB and Ionic to advanced in their professional careers.

Build apps with Ionic 3, PouchDB, and CouchDB, and use Offline online classes by Udemy involve 2 hours of digital lectures accompanied by 6 downloadable resources which will enable participants to create an application simply, synchronize the app data with a NoSQL database, and store internal information with the PouchDB database. By building apps with Ionic 3, PouchDB, and CouchDB and using an Offline online course, participants will also be taught to generate apk for Android, as well as publish a web version to GitHub pages and operate the database on Google cloud.

The Certified Grid Computing Professional course from Vskills prepares candidates to provide for a company’s grid computing and transformation needs. 

It assesses their knowledge of terminologies and technical concepts as well as their practical application. Grid platforms like OGSI and OGSA, are covered well under the curriculum. Candidates will also learn about various other technologies used in grids, including XML, SOA, and cluster, and their implementation using the Globus Toolkit. 

Graduates looking for jobs in the computing and analysis departments should take up this course, for a competitive edge in the market. Professionals already working in these departments can also take up this Certified Grid Computing Professional training course to upskill themselves and excel in their careers. But otherwise, anyone interested in learning how to install and manage grids can apply for this online certification training. 

With 16 modules, this programme will make you a Certified Grid Computing Professional for life, and it will also help you find jobs on popular job-search platforms. You will receive ‘Vskills Certified’tags on your profile on Shine.com and Monsterindia.com after you complete this course.

Quantum computers use quantum mechanics. Quantum computing uses specialized hardware to exploit physical matter's particle-wave properties at small scales. A scalable quantum computer could perform some calculations exponentially faster than any "classical" computer. Classical physics cannot explain their operation. A large-scale quantum computer could break encryption schemes and help physicists simulate physical phenomena, but it is still experimental and impractical. Quantum computing uses qubits like digital electronics. Qubits can be in both of their "basis" states at once, unlike classical bits. Qubit measurements produce probabilistic classical bit outputs. QC101 Quantum Computing & Intro to Quantum Machine Learning certification is made available by Udemy to candidates who want to run quantum programs on a real quantum computer.

QC101 Quantum Computing & Intro to Quantum Machine Learning online training includes 12 hours of video, 10 articles, five downloadable resources, and a digital certificate upon course completion.

QC101 Quantum Computing & Intro to Quantum Machine Learning online classes consist of quantum physics, multiple input gates, introduction to statistics, computing eigenvalues, quantum cryptography, quantum physics, spin states, irreversible transformations, multi-qubit systems, and entanglement.

Quantum computing may be imminent or unattainable: Quantum computers require physics that may not exist. An adding machine is not a quantum computer. Unlike Pascal's A.D. 1645 brass calculator, which always reads out one 6-digit number, a quantum register's qubits are in a superposition of states. When the register is interrogated, one of these states is read out with a probability, and the remaining information is lost. The register can be "in" many states, allowing many simultaneous calculations. However, a quantum computer's inputs must take advantage of superposition, and the calculating process must force the probabilistic output to provide useful information. Programming a quantum computer has been solved in important and interesting cases. QC051: Math Prerequisites for Quantum Computing certification is made available by Udemy to candidates who want to be familiar with the mathematical prerequisites for quantum Computing and Physics.

QC051: Math Prerequisites for Quantum Computing online training includes four hours of video, two articles, and a digital certificate upon course completion.

QC051: Math Prerequisites for Quantum Computing online classes comprises of boolean algebra, cryptography, probability, statistics, complex numbers, linear algebra, and matrice

A quantum computer is a blueprint for computer construction. The concept is that quantum computers can use quantum mechanical concepts such as superposition and entanglement to perform data operations. The fundamental principle of quantum computing is that quantum properties can be used to represent and manipulate data. The quantum Turing machine, also known as the universal quantum computer, is a theoretical model. Quantum computing is a relatively new concept. Experiments have been done. In these, only a small number of qubit operations were performed. Many national government and military funding agencies support quantum computing research to develop quantum computers for both civilian and military applications, such as cryptanalysis or code-breaking, as well as practical research. The Complete Quantum Computing Course certification is made available by Udemy to candidates who want to learn about Python and Qiskit to build quantum computer circuits!

The Complete Quantum Computing Course online training includes 15.5 hours of video, 12 articles, one downloadable resource, and a digital certificate upon course completion.

The Complete Quantum Computing Course online classes consist of mathematical foundations, qubit, python, qiskit, teleportation, Bernstein vazirani, Deutsch, Grover's, and Shor's algorithm

Relational databases utilize a special language SQL or Structured Query Language. A group of tables in a SQL database is used to hold a particular group of structured information. The backend company's verified workhorse for many years, the SQL database is at the core of all people do in this internet world. Pradnyankur Nikam, a freelance web developer, and instructor designed the SQL Tutorial: Learn SQL with MySQL Database certification course, which is made available through Udemy.

SQL Tutorial: Learn SQL with MySQL Database -Beginner2Expert online course is designed for students who wish to study the fundamentals of SQL's principles and techniques and how to use the MySQL command line client tool's structured query language instructions. SQL Tutorial: Learn SQL with MySQL Database online classes, which include 12.5 hours of digital lessons and 14 downloadable resources, are designed to provide students with a solid understanding of the potent technology that can be used to create several applications, including mobile, desktops, and web applications

Data Analysts analyze numerical data and use it to assist businesses in making better decisions. Data Engineers are involved in data preparation. They design, build, test, and maintain the entire architecture. Bluelime Learning Solutions created the Data Engineer/Data Analyst - SQL | Azure | ETL | SSIS | BI online certification, which is offered by Udemy to participants who want to master the tools and techniques associated with data analysis and data engineering to become certified data engineers and data analysts.

Data Engineer/Data Analyst - SQL | Azure | ETL | SSIS | BI online training comprises 7 hours of prerecorded lectures accompanied by 3 articles and 10 downloadable resources which focus on teaching the functionalities of various powerful tools like SQL, Azure, Power BI, SSIS, ETL. With Data Engineer/Data Analyst - SQL | Azure | ETL | SSIS | BI online classes, participants will be taught about data analysis, data transformation, data extraction, data visualization, filtering data, sorting data, and much more.