Best Coding Bootcamps NYC: Find Bootcamps & Certificates

Learn More About NYC Coding Bootcamps

Coding, also known as computer programming, is the act of humans communicating with computers. Coding involves creating a computer program to perform specific tasks or accomplish the desired result. It is the language that computers use to process requests and understand commands. Those who write code can dictate what computers do and control the speed at which they do so. Programmers use many coding languages like JavaScript, Python, and SQL to create websites, software, and apps, as well as to execute other tasks like querying databases and analyzing data. The United States currently has over 700 coding languages, which is double the number of spoken languages recorded.

Coding is the driving force behind software, websites, online security, and artificial intelligence. It is also a vital tool in the technology sector and business world. Coding is used by workers in nearly every industry, from manufacturing to healthcare. Those wishing to build websites rely on coding for both front-end and back-end applications, as well as full-stack programming, which covers both.

What Can You Do with Coding?

Coders use programming languages to accomplish an astonishing variety of tasks today. Coding is central to the process of building websites and web-based applications, from simple landing pages to massively intricate applications. You can use coding to build websites and apps for your own business or personal endeavors, or you can turn your mastery of the skill into a rewarding career in web development, software engineering, or even video game development.

Coding also plays an essential role in the field of data science. Data Analysts and Data Scientists use coding to simplify the process of extracting insights from large amounts of data. Coding is used in the field to analyze trends and create meaningful visualizations. The practice of web scraping uses coding to automate the collection of data from websites. It’s also an important part of creating automation scripts for the field of data science and other sectors as well.

The art of coding is central to many other innovative fields, including robotics and the Internet of Things. Coding allows humans to communicate with machines and program them to perform specific tasks, analyze data, and even make decisions based on that data.

What Will You Learn in a Coding Bootcamp?

Enrolling in a coding bootcamp is a great way to prepare for a career using the skill set. A coding bootcamp is an in-depth course designed to provide you with the necessary skills for a job in a variety of fields, such as software engineering, web development, or data science. Coding bootcamps may feature broad curricula covering all required programming languages and skills necessary to launch a specific career such as software engineering, data science, or web development. Other coding bootcamps focus on a single language or even a specific use of a language such as Python for data science.

Depending upon the focus of your coding bootcamp, you may learn a wide range of different skills. If the bootcamp is for beginners, it will cover fundamental concepts to get started with coding. Generally, a coding bootcamp will cover at least one programming language or potentially a key tool useful in the coding process such as a framework or version control system. Career-prep bootcamps may also feature other essential skills in web development, data science, or other related fields, including topics like databases and libraries. These coding bootcamps with a large-scale focus often also include support through the process of creating a professional portfolio of coding projects.

Industries

Because of its wide use across industries, coding is one of the most in-demand skill sets you can possess in NYC. You will find job listings looking for individuals with coding knowledge in a vast array of both established and emerging fields. While many of these positions fall somewhere in the technology industry, you’ll also find a plethora in the financial sector, especially in NYC. Advertising and healthcare are just a couple of other sectors where you’ll find coders in the workplace.

Technology

NYC’s tech sector is an exciting space full of innovation and opportunity. New York City boasts more early-stage startups and Fortune 500 companies than any other city in the U.S., creating a thriving technology ecosystem full of secure jobs in established firms and exciting careers in emerging tech. With 7% of NYC’s workforce holding jobs in tech and a steady stream of new jobs created each year, planning a career in the sector makes a lot of sense.

While not all tech jobs involve coding, it is a central skill for many in-demand roles in the field. According to numbers collected by the U.S. Bureau of Labor Statistics, many coding careers feature an above-average quotient and pay in NYC. Software Developers, Web Developers, Data Scientists, and Computer Programmers are just a few of these ever-growing careers in the city.

Healthtech

NYC has a long history of ranking first in the U.S. in the digital health job market, and opportunities in the field promise to increase through the 21st century thanks to the support of specialized city initiatives. The Digital Health Breakthrough Network provides fast and affordable options for healthtech startups to validate their ideas by connecting them with healthcare providers in NYC. Meanwhile, the Digital Health Marketplace creates visibility for enterprise-ready healthtech companies, allowing them efficient access to their ideal customers.

Healthtech encompasses an enormous variety of technology, including telehealth apps, surgical robotic systems, and wearable fitness trackers. Professionals with coding knowledge are in-demand in the field to program these apps, websites, and devices as engineers, developers, and programmers.

Finance

NYC’s massive finance industry employs more than 330,000 in a vast number of different career paths. Considering the fact that NYC’s financial and insurance sectors hold nearly nine trillion dollars, financial jobs using coding in the city are known to be both plentiful and lucrative.

The realm of quantitative finance is especially rich with opportunities for coders, especially in Quantitative Developer positions. Quant Developers use coding and related skills to create quantitative models, typically for investment banks and hedge funds. Quantitative Analysts may also use coding to simplify their work, just as Investment Analysts and Financial Analysts sometimes use data science coding practices to accomplish their tasks.

FinTech is another area of the finance industry where New Yorkers will find many coding job opportunities. The financial technology sector offers a wealth of employment options for developers, engineers, and programmers. Demand for coders in the field is high, as FinTech companies need them to build and maintain online banking platforms, mobile trading applications, and other tools that streamline financial management and transactions.

Advertising

New York City is home to almost 10,000 advertising agencies employing a diverse range of professionals. Coders are in-demand in the programmatic advertising field to build and maintain real-time bidding platforms and develop sophisticated algorithms capable of analyzing data, identifying audiences, and strategically bidding on ad impressions.

The birthplace of adtech, NYC has continued to be the leading hub for both startups and longstanding giants in the field since the founding of DoubleClick in 1996. As with many other sectors of the tech world, adtech employs Front-End Developers, Back-end Developers, Full Stack Developers, and other coding professionals to build and maintain software and other tools to support brands in their creation, customization, and analysis of digital advertising campaigns.

Jobs

Our increasing reliance on technology has led to a surge in code writing. Almost 28 million people were writing code worldwide in 2023, and studies project that number to grow to 45 million by 2030. Yet a global shortage of 85 million coders is predicted, promising ample employment opportunities for coding bootcamp graduates.

If you are considering a career in coding in NYC, many high-paying jobs are available in nearly every tech field. Coding careers generally fall into two categories: development and data science. Pay rates in coding professions in NYC vary depending on professional focus as well as level of expertise but are generally higher than the national average.

Many coding careers fall under the umbrella of the technology industry. Thousands of these positions in NYC are in web development, where coding is used to build websites and web-based apps. Web Developers may specialize in either front-end, back-end, or full-stack development. Still, others may niche down further and work primarily with a single programming language under titles such as Java Developer or Ruby Developer.

The NYC metropolitan area is home to more Web Developers than any other city in the U.S., according to the U.S. Bureau of Labor Statistics. Indeed reports that the median base salary for NYC-based entry-level Web Developers is $79,000, while salaries for senior Web Developers run just over $100,000.

While Web Developers build web-based content, Software Engineers use coding to build programs designed to run on operating systems. Engineers and developers perform somewhat different roles, whether they are working on websites or locally run software. Engineers tend to oversee the entirety of a project from start to finish, while developers usually work on a single component of a project. Based on their level of responsibility, Software Engineers in NYC bring in salaries that are typically a bit higher than those of Web Developers. According to Indeed, the media base salary of NYC-based Software Engineers of all levels of experience is $145,000.

Another sector that relies heavily on coding is that of data science. Data Scientists often begin their career journeys with an entry-level Data Analyst position. The U.S. Bureau of Labor Statistics reports that the projected job outlook for Data Scientists is much faster than average at 35%. Nearly 14,000 Data Scientists called the NYC area home in 2022, making it the number one city for their employment in the U.S. If you’re interested in using coding to streamline the process of gathering, organizing, analyzing, and visualizing data in NYC, you can anticipate a median base salary of about $126,000.

You can find jobs using coding in many other industries in NYC. Medical Programmers are currently in-demand in NYC hospital networks such as Mt. Sinai Health System. While not all Financial Analysts use coding to process their data, many do, much like Data Analysts. FinTech, advertising, marketing, and robotics are just a few other sectors in NYC that include coding in their lists of required qualifications.

Best Coding Bootcamps in NYC

Noble Desktop has provided industry-relevant education to 45,000 students for more than three decades. Noble’s in-person coding classes offer a fully immersive, hands-on experience in which lessons are taught by industry professionals. This collaborative classroom dynamic facilitates networking opportunities with classmates that will extend far beyond the classroom. In addition, those enrolled have access to powerful computers that are loaded with the necessary software and tools for study. Noble’s state-of-the-art facility is located in Midtown Manhattan, the country’s largest media, entertainment, and commercial center. Those attending Noble’s in-person classes can easily reach the facility via Penn Station, Grand Central, or the NJ PATH.

Noble Desktop’s coding bootcamps are currently available for beginners as well as more advanced learners. Their Software Engineering Certificate program provides a deep dive into both front-end and back-end web development. This 510-hour certificate is broken into three parts: Front-end Development, React Development, and Django (Python) Development. Tuition includes an additional elective course, twelve one-on-one mentoring sessions, the option to retake the program for free, and a verified digital certificate of completion. As part of the program, you will complete an invaluable web development portfolio to showcase your work throughout your job hunt.

In addition, Noble’s Data Science Certificate program is a 114-hour course geared toward those who are interested in pursuing Python Engineering and entry-level Data Science positions. As a student in this program, you will learn how to manipulate databases and execute different data analyses. You will attend five units over the course of this certificate program, including Python for Data Science Bootcamp, SQL Bootcamp, Python for Automation, Python Data Visualization & Interactive Dashboards, and Python Machine Learning Bootcamp. All students receive four one-on-one mentoring sessions in which they can opt to have their portfolio reviewed by an expert or receive guidance on their resume and LinkedIn profile. At the end of the program, you will receive a verified digital certificate of completion from Noble Desktop.

If you would like to learn how to build the visual components on the front-end of websites, Noble’s Front-End Web Development Certificate program could be the ideal choice for you. This 108-hour certificate program covers fundamental coding concepts such as how to mark up websites using HTML, style them with CSS, add animation with jQuery/JavaScript, and track code changes with Git. This course includes the option of a free retake good for one year, as well as six one-on-one mentoring sessions for all participants. Modules in this coding certificate program include Web Development with HTML & CSS; Advanced HTML & CSS; Flexbox, Grid, & Bootstrap Unit; JavaScript for Front-end; Front-end Tools & Portfolio; WordPress Bootcamp; and HTML Email Bootcamp. You will create a professional portfolio as a part of this program, which, together with the verified digital certificate you receive, will help you land the entry-level job of your dreams.

In addition to Noble Desktop’s courses in coding, other virtual providers also offer training in this high-demand skill. Noble’s partner school, Practical Programming, provides a 72-hour React Development Bootcamp that prepares students to create websites and applications with ReactJS and React Native. Practical Programming expects all participants to have equivalent familiarity with JavaScript as is provided by their JavaScript Programming Bootcamp. Students build three apps through the bootcamp and will be ready to launch a career as a React Developer by the end of the course. Practical Programming awards a verified certificate of completion to all bootcamp graduates.

Galvanize’s Software Engineering Immersive Bootcamp is an option for intermediate-level coding students who are looking to level up their skills to become Full Stack Developers. Students will learn to use JavaScript and frameworks for both back-end and front-end development, application design, data structures, and other fundamentals of computer science. Over the 12 weeks of full-time classes, students will build a professional-quality portfolio of web applications. Coding learners interested in applying are required to pass a Technical Admissions Assessment. Galvanize provides a free Basic Prep course that prospective students can use to prepare for this assessment.

Byte Academy provides a 24-week Python Bootcamp for aspiring Full Stack Developers who would like to focus on mastering back-end tools like Python and databases. In addition to Python, the bootcamp curriculum includes SQL, JavaScript, and object-oriented programming. Students will also practice using frameworks such as React and complete three hands-on projects by the time they complete the bootcamp. Full-time and part-time schedules of the bootcamp are available, with both providing a mix of live and recorded instruction. Participants will participate in a four-week internship to build on-the-job confidence as part of the program.

General Assembly’s Software Engineering Bootcamp features a deep dive into coding and other skills one needs to work as a Software Engineer. Students have the option to attend the bootcamp on a 24-week part-time schedule and a 12-week full-time schedule. This coding bootcamp’s curriculum covers multiple programming languages, including JavaScript and Python, version control, testing and debugging, Agile, scrum project management, and cloud computing. Tuition also covers one-on-one career coaching. Graduates will receive a signed certificate of completion upon graduation from the bootcamp.

Columbia Engineering Boot Camps provides a live online Coding Boot Camp, which can be completed in 12 weeks on a full-time schedule or 24 weeks on a part-time schedule. Tuition for this bootcamp covers career support and job matching services. Columbia Engineering provides pre-course tutorials for aspiring students with no experience in coding. In this coding bootcamp, students will learn the skills necessary to land their first Full Stack Developer position, including HTML5, CSS3, JavaScript, PHP, Bootstrap, jQuery, and databases such as MongoDB and MySQL. Students will build a portfolio of projects to showcase their skills during their job search through the course of the bootcamp.

How Do You Choose a Coding Bootcamp?

Learning to code is a marketable and versatile skill that is a necessary first step toward securing a tech job in NYC. Universities and tech training schools offer coding bootcamps in both in-person and virtual formats so that all interested learners can find a study option that most suits their needs. The structure of a bootcamp typically provides individualized instruction regardless of whether you are new to coding, an intermediate coder, or an advanced coder with years of experience who is looking to sharpen your skills.

Coding bootcamps are currently available with a variety of focuses such as data science, software engineering, JavaScript, Python, and React. They are also available in different price ranges. Some bootcamps even have financing options. In addition, many bootcamps offer flexible scheduling options with full-time or part-time study in the evenings or over the weekend so that students can complete their coursework around other commitments. Several bootcamps provide the added perk of one-on-one mentoring, as well as a job guarantee upon graduation.

Is It Worth It to Learn Coding?

Among the most in-demand skills in the workplace today, coding can open doors to many different career paths with promising job growth projections. Individuals who know they will thrive in a tech career will find learning coding to be a launching pad into careers as varied as web development, data science, or software engineering.

Experienced professionals in a variety of careers will find several benefits in learning coding. Attending a coding bootcamp allows tech professionals to expand their toolkit, creating flexibility in their job outlook and broadening their horizons in the office. Upskilling with coding knowledge allows professionals access to job security and stability in a changing job market. Coding classes can also allow a person to switch careers or even assist an individual in their entrepreneurial ventures.

How Long Will It Take to Learn Coding?

The time it takes to learn coding will vary from person to person, as individual aptitudes, backgrounds, learning styles, and goals shape their learning paths considerably. What educational resources a coding learner selects for themselves can also set the pace of their mastery of coding. A full-time bootcamp will have students coding in a fraction of the time compared to someone attending a four-year college degree program, for example. Most people who study independently—especially if they are teaching themselves while working another job—will find their learning process considerably longer than someone who has access to a live instructor to answer their questions as they arise. Coding bootcamps and certificate programs can vary in length, but comprehensive ones tend to produce job-ready graduates in 12 weeks to a year of classes.

How Hard is It to Learn Coding?

The difficulty level of learning coding is ultimately a subjective question dependent upon an individual’s specific experience. For some, learning coding means mastering several programming languages as a beginner to technical training. For others, learning coding may simply mean adding Python to the long list of languages they already know. Obviously, the former will find learning coding significantly more difficult than the latter. Anyone considering learning coding should be aware it's not generally known to be an easy topic, and most find they need the guidance of a live instructor through the journey.

Coding Certificates and Certifications

As you consider your educational options for preparing to launch a coding career, you will undoubtedly come across the concepts of coding certificates and certifications. Many are initially confused about the differences between certificates and certifications, why one may wish to become certified in coding, and if they may need to be certified to secure a job.

What is the Difference Between Certificates and Certifications?

Certificates and certifications have deceptively similar names that can lead to confusion among coding learners. The differences lie in who issues them, how an individual earns them, and what they communicate to potential employers when they are listed on a resume.

Schools and training institutions issue certificates to individuals who complete a certificate program or occasionally at the close of a bootcamp. Functioning much like a college degree, a certificate communicates that an individual has the skills taught in the program and the dedication and drive to complete an educational program.

Meanwhile, software companies and professional organizations provide certifications to those who pass an exam on a specific programming language, application, skill, or skill set. A certification verifies that a person has specific knowledge without requiring them to attend an educational program that may be redundant if they have already learned the skill on the job or on their own. While certificates never expire, certifications may need to be renewed periodically.

Why Become Certified in Coding?

Becoming certified in coding may refer to either earning a certificate or certification in the field. Aspiring coders choose to attend certificate programs to learn the skills they need to launch a career in programming, web development, data science, or another field where coding is required. Some certificate programs and bootcamps that provide certificates also guide students through the creation of a portfolio, which is essential for showcasing an individual’s coding skills when looking for a job in the field. The certificate itself can also be an impressive qualification to list on a resume, especially for beginners who may have little to no experience to include.

Mid-career professionals are more likely to pursue a certification in the field of coding to turn their preexisting knowledge into a verifiable qualification. Earning a coding certification can expand a person’s career horizons, allowing them to earn a raise, get a promotion, or even pivot to a new job altogether. Some beginners also choose to boost their resumes by earning a coding certification with the skills they learn in their bootcamp or certificate program.

Will I Need to Be Certified in Coding to Find a Job?

While some job listings in fields that use coding may require a specific certificate, certification, or degree, most hiring managers are primarily interested in whether or not an individual has the technical skills to perform the job. A coding bootcamp or certificate program is an excellent way to master these skills, which a job candidate may be asked to demonstrate by passing a technical assessment. Some coding bootcamps and certificate programs also provide students with support in building a professional portfolio, which is vital in the coder’s job-hunting process.

Coding Classes in NYC

For those who wish to learn how to code but may not be ready for a bootcamp, there are a variety of in-person and virtual coding classes in NYC. Noble Desktop offers Intro to Python Programming, a two-day class that introduces beginners to the foundational concepts of the programming language. Students will learn basic programming concepts, Python syntax, and other essentials that will help them get started in their Python learning journey.

Noble also provides JavaScript for Front-End, an 18-hour class designed for those who already have experience creating websites. This coding class prepares students to write JavaScript code and use jQuery plugins, among other skills.

Noble affiliate school NYIM Training offers SQL Level 1, which teaches students how to work with the three fundamental components of SQL: relational DBMS, SQL, and Microsoft SQL Server. This course provides participants with hands-on exercises, a course manual, and the option of a free retake.

NYC Data Science Academy’s Introductory Python class is appropriate for the complete beginner who is interested in learning how to wrangle data with the programming language. Over six weeks of part-time evening classes, students will learn Python basics that will allow them to download data, manipulate files, and set them up for analysis.

High school students interested in learning Python can learn the fundamentals in NextGen Bootcamp’s Python Data Science & Machine Learning Summer Program. College students are also welcome to attend this 45-hour summer program, where students will learn Python, Pandas, Matplotlib, and other tools for data analysis.

Certstaffix Training provides SQL classes at various levels, including their SQL Querying—Basic course. This class features two days of live online sessions in which students will learn fundamental database concepts like summarizing data, clauses, and joining tables while also practicing using built-in functions, expressions, and SELECT queries.

What Should I Learn Alongside Coding?

The specific career path you envision for yourself will determine the most helpful skills to learn alongside coding. Version control with Git, databases, and SQL are all helpful for any coder to learn. Meanwhile, those who wish to work in web development will want to learn skills associated with that career. Coding is also frequently learned by aspiring Data Analysts and Data Scientists who will want to learn other elements of data science during their educational journeys.

Version Control with Git

While Git is not the only version control system, it is the VCS of choice for coders across industries for good reasons. Version control is an essential skill to learn when coding, as it is vital for tracking and managing changes to code in a file. Other VCS options include Mercurial and AWS CodeCommit, but Git remains the most popular option thanks to the efficiency of its distributed nature and other helpful features.

Databases and SQL

Coders in any industry will benefit from a strong knowledge of databases and SQL. Databases are organized storage systems for data and are essential components of back-end development, data science, and other coding applications in the workplace. SQL stands for Structured Query Language and allows you to manipulate and analyze data stored within a relational database. Known as one of the simplest programming languages to learn, SQL can help any coder work with databases to easily store essential information and records.

Web Development

In addition to front-end and back-end coding skills, Web Developers also need to know Git, as mentioned above. Programming frameworks are another element of web development that is helpful to learn along with coding, as these cut down on unnecessarily repetitive work. Some other web development skills you may wish to learn in addition to coding include content management systems, responsive design, SEO, UI design, and UX design.

Data Science

Individuals interested in coding often choose to begin a career as a Data Scientist, as data science is among the fastest-growing occupations in the U.S. SQL and databases play an especially large role in the field of data science, and coding itself is an important part of automating many of the repetitive tasks involved in data cleaning, organizing, and analyzing. Other data science skills include machine learning and data visualization.

Should You Learn Coding in Person or Online?

Today’s coding learners have a wide menu of online and in-person coding bootcamp options, especially in NYC. Neither format is objectively better than the other, as both offer many benefits. Some of these are the same, especially when comparing live online courses with in-person ones. Both of these options provide a set schedule of classes, deadlines for projects, a community of peer coding learners, and a live instructor available to answer questions as they come up in real-time.

In-person classes provide the unique experience of meeting in a brick-and-mortar classroom, which some students may prefer due to their individual personalities and learning styles. Others will naturally opt for the benefits of a live online class, which include allowing students to meet with a live instructor from the comfort of their home while skipping the hassle of a commute.

Can You Learn Coding Free Online?

A few options are available for individuals interested in learning coding online. Virtual resources include learning communities within platforms like Discord, tutorials, and YouTube videos, and a few schools and nonprofits provide self-paced training options for free. For some highly driven coding learners short on cash, these options may be enough to master coding independently. However, most find the lack of structure or access to a live instructor to be serious drawbacks to options like these, as coding is a challenging skill that most find requires the support of an expert along the way.

Do You Need a Live Instructor to Learn Coding?

A coding student with significant strength in independent learning may find they thrive without a live instructor using these free resources or a paid asynchronous class. Likewise, coding learners who have previous experience with a related skill may already have the foundational knowledge required to guide themselves through their learning journey. A majority of coding students do not fall into either of these categories, however, and these individuals will typically prefer the experience of learning coding with a live instructor by their side. Programmers need to know how to code, but they also need additional skills to be able to accomplish their goals.

What is the Difference Between Coding and Programming?

Newcomers to the field will likely notice that some use coding and programming as interchangeable terms for the same thing, but most agree the terms describe different concepts and skill sets. The general consensus on the differences between the two is that coding is the use of programming languages to give instructions to a machine. In contrast, programming is a broader process of planning the structure of that code to accomplish a specific task. Some compare the relationship between coding and programming to that of typing and writing.

Coding Classes for Teams

If you are looking for a coding bootcamp for multiple team members at your business, Noble Desktop has a customizable corporate training solution for you. Noble provides the option to purchase vouchers for your employees at a bulk discount price. Or, if you prefer, you can arrange for a Noble Desktop instructor to come to your location and provide on-site training tailored to meet your organization’s goals. Simply email Noble Desktop’s corporate training team to begin a conversation about your coding training needs.

Kelsey Kissner

Kelsey Kissner is a writer for Noble Desktop. She has a bachelor’s degree in English from Ohio State University, a master’s degree in creative writing from London Metropolitan University, and a certification in UX Writing and Content Strategy from the UX Content Collective. Collectively, she has 15 years of experience in publishing and marketing spanning across a variety of industries, including education, fashion and retail, and the nonprofit sector. While working in the publishing industry, she managed the books and materials for construction, architecture, hospitality management, and various trades like HVAC, electrical, and plumbing. Kelsey's writing at Noble Desktop also covers a variety of professional training programs and career fields.

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Key Insights

Learn More About NYC Coding Bootcamps

What Can You Do with Coding?

What Will You Learn in a Coding Bootcamp?

Industries

Technology

Finance

Advertising

Jobs

Best Coding Bootcamps in NYC

How Do You Choose a Coding Bootcamp?

Is It Worth It to Learn Coding?

How Long Will It Take to Learn Coding?

How Hard is It to Learn Coding?

Coding Certificates and Certifications

What is the Difference Between Certificates and Certifications?

Why Become Certified in Coding?

Will I Need to Be Certified in Coding to Find a Job?

Coding Classes in NYC

What Should I Learn Alongside Coding?

Version Control with Git

Databases and SQL

Web Development

Data Science

Should You Learn Coding in Person or Online?

Can You Learn Coding Free Online?

Do You Need a Live Instructor to Learn Coding?

What is the Difference Between Coding and Programming?

Coding Classes for Teams

NYC Coding Corporate & Onsite Training Noble Desktop

Coding Training Locations in or Near NYC

NYC Careers & Salaries Related to Coding

Related Bootcamps

NYC Coding
Corporate & Onsite Training