Learn Python, NumPy, Pandas, Matplotlib, PyTorch, and Linear Algebra—the foundations for building your own neural network. 

This Nanodegree trains the learner about foundational topics in the exciting field of deep learning, the technology behind state-of-the-art artificial intelligence.

The goal of the AWS Machine Learning Engineer (MLE) Nanodegree program is to equip software developers/data scientists with the data science and machine learning skills required to build and deploy machine learning models in production using Amazon SageMaker. This program will focus on the latest best practices and capabilities that are enabled by Amazon SageMaker, including new model design/deployment features and case studies in which they can be applied to. 


The Intro to Machine Learning with Pytorch program covers machine learning concepts and techniques, with a focus on supervised and unsupervised learning. The program includes three courses and covers topics such as linear regression, logistic regression, decision trees, Naive Bayes, support vector machines, neural networks, and clustering. The courses include projects that allow learners to apply these techniques to real-world problems, such as identifying potential donors for a charity and clustering customers based on their spending habits. The program uses Python and PyTorch for implementation and includes lessons on model evaluation and tuning.

The Introduction to Machine Learning with TensorFlow program covers supervised and unsupervised learning methods for machine learning. Course 1 introduces regression, perceptron algorithms, decision trees, naive Bayes, support vector machines, and evaluation metrics. Course 2 focuses on neural networks and creating an image classifier. Course 3 covers unsupervised learning methods, including clustering and dimensionality reduction for customer segmentation. Key skills include data preprocessing, model selection, and evaluation using TensorFlow and Python.

Complete real-world projects designed by industry experts, covering topics from asset management to trading signal generation. Master AI algorithms for trading, and build your career-ready portfolio.

Master the computer vision skills behind advances in robotics and automation. Write programs to analyze images, implement feature extraction, and recognize objects using deep learning models.

Master the skills to get computers to understand, process, and manipulate human language. Build models on real data, and get hands-on experience with sentiment analysis, machine translation, and more.

The Deep Reinforcement Learning Nanodegree has four courses: Introduction to Deep Reinforcement Learning, Value-Based Methods, Policy-Based Methods, and Multi-Agent RL. Students learn to implement classical solution methods, define Markov decision processes, policies, and value functions, and derive Bellman equations. They learn dynamic programming, Monte Carlo methods, temporal-difference methods, deep RL, and apply these techniques to solve real-world problems. They learn to train agents to navigate virtual worlds, generate optimal financial trading strategies, and apply RL to multiple interacting agents.

Become an expert in the core concepts of artificial intelligence and learn how to apply them to real-life problems.

Automotive & Trucking

Suppliers & OEMs

Manufacturing

Connected Vehicles

Waymo

Mercedes Benz

We’ve designed our autonomous systems courses in self-driving car engineering and sensors in collaboration with industry-leading partners like Mercedes-Benz, Nvidia, and McLaren to ensure a first-in-class learning experience. Companies in the automotive, manufacturing, and warehousing industries have used Udacity to train their employees in the development and deployment of automated systems.

Learn the autonomous systems engineering skills you need to start or advance a career building self-driving cars and trucks, including Python, C++, ROS, Kalman filters, and more.

Steps To Become A Self-Driving Car Engineer

Self-Driving Car Engineer

Begin or advance your career in the cutting-edge field of robotics. Learn to program a Mars Rover, code a manufacturing robot, teach a self-driving car how to parallel park, and other practical skills.

Steps To Become A Robotics Software Engineer

Robotics Software Engineer

Learn to write aircraft-ready code, then master controls, planning, estimation, and more as you build the skills necessary to become a flying car and drone engineer.

Steps To Become An Autonomous Flight Engineer

Autonomous Flight Engineer

Autonomous Systems

The School Of

New Hires

Engineers

Leadership

Google

Facebook

Mailchimp

Appen

Hubspot

Hootsuite

Become a cross-functional force through business training. Today’s business objectives are achieved with user research, design, distribution, analysis, and strategy. Whether you’re getting started or advancing your career, you’ll establish the right foundations with business courses from Udacity’s School of Business.

For anyone who wishes to take online business courses to launch or advance a successful career as a digital marketer. After graduating, you'll be ready to join a large corporation or a small firm—or even go independent as a freelance digital marketer.

Steps To Become A Digital Marketing Specialist

Digital Marketing Specialist

Gain analytics skills without learning to program. Learn business online and build skills in Excel and SQL, analyze real datasets, and visualize your findings to address business intelligence needs in many industries.

Steps To Become A Business Analyst

Business Analyst

Business

You’ve got the skills. Now it's time to determine what's next in your career journey. Use Udacity’s Career resources to reflect on your career pathway and better prepare for what's next. Our set of Career Resources offers you courses in self-reflection, digital profile optimization, and technical interview preparation.

Our self-reflection courses help you assess what energizes you, and based on that, explore potential industries to work in and/or different career pathways to work in like freelancing.


Steps To Become A Career Path Planner

Career Path Planner

Our digital profile courses are designed to help you get the attention of recruiters and hiring managers. Submit your LinkedIn or GitHub profiles and our experienced team will provide actionable feedback.


Steps To Become A Digital Profile Creator

Digital Profile Creator

Our technical interview preparation courses will help you master your technical interview job interview and get a step closer to securing your next opportunity. 


Steps To Become A Technical Interview Expert

Technical Interview Expert

Career Resources 

Azure

Microservices, Infrastructure, and Open Source Tools

Microsoft

Opensuse

Nutanix

Today, all companies, big and small, are adopting cloud computing to enable their digital transformation. The growth of this technology has created incredible demand for cloud specialists, from cloud developers and cloud DevOps roles to more specialized roles such as solutions architects and cloud security engineers. Build solutions for Azure, AWS, or hybrid systems.

Learn cloud computing skills that you need to build and deploy production-ready full stack apps at scale, leveraging microservices, Kubernetes clusters, and serverless application technology.

Steps To Become A Cloud Developer

Cloud Developer

We offer cloud computing training so you can learn to operationalize infrastructure at scale and deliver applications and services at high velocity—an essential skill for advancing your career.

Steps To Become A Cloud DevOps Engineer

Cloud DevOps Engineer

Cloud Computing

Finance

Retail

Technology

Defense

Security Scorecard

Build expertise in security analysis, security engineering, enterprise security, security architecture, ethical hacking, and data privacy. With the skills you learn in our cybersecurity courses, you can launch or advance a successful career in the field.

Cybersecurity training helps learners identify, correct, and respond to security weaknesses and incidents through open-ended projects that mimic workplace security challenges. Plus, get hands-on experience monitoring network traffic, analyzing alert and log data, and following incident handling procedures.

Steps To Become A Security Analyst

Security Analyst

Take advantage of the growing need for skilled security professionals and learn cybersecurity skills to protect an organization’s computer networks and systems from security threats or attacks.

Steps To Become A Security Engineer

Security Engineer

The goal of the Security Architect Nanodegree program is to equip learners with the necessary core skills and strategies to implement elements of security infrastructure design and management at an enterprise level.

Steps To Become a Security Architect

Security Architect

Meet the growing demand for cybersecurity professionals by gaining the offensive security skills to protect an organization’s computer networks and systems. Learn how to find and exploit vulnerabilities, design and execute penetration testing plans, and report on test findings.

Steps To Become An Ethical Hacker

Ethical Hacker

Cybersecurity

Marketing

Data Science for Business Leaders

Cybersecurity for Business Leaders

Tableau

Insight

Alteryx

IBM Watson

Mode

Build expertise in data streaming, business analytics, data visualization, data analysis, data science programming, data engineering, data architecture, predictive analytics, and more. With the skills you learn in our data science courses, you can launch or advance a successful career in the field.

Successful data analysts have a unique set of skills and represent important value to organizations eager to make data-powered business decisions. Combine skills in programming and statistical analysis to uncover insights, communicate critical findings, and create data-driven solutions.

Steps To Become A Data Analyst

Data Analyst

There is a shortage of qualified data scientists in the workforce, and individuals with these skills are in high demand. Learn data science to build expertise in programming, data wrangling, machine learning, experiment design, and data visualization—then launch your career in data science.

Steps To Become A Data Scientist

Data Scientist

Data engineering is the foundation for the new world of Big Data. A well-trained data engineer is able to design data models, build data warehouses and data lakes, automate data pipelines, and work with massive datasets.

Steps To Become A Data Engineer

Data Engineer

Data Science

AI for Business Leaders

Cloud Computing for Business Leaders

Give business leaders without a technical background the knowledge and confidence to run AI, data science, and cloud computing departments strategically. As your company grows, business leaders need to have enough technical insight to be credible. Our leadership training for executives has the right level of rigor to prepare execs to work with experts.

Business leaders need to understand AI to gain a competitive advantage, make strategic decisions, improve customer experiences, leverage data-driven insights, navigate workforce transformations, address ethical considerations, and collaborate effectively with AI experts.

Steps To Become An AI Leader

AI Leader

A business leader needs to understand data science to harness the power of data, make informed decisions based on data-driven insights, and drive business growth and innovation. Knowledge of data science enables leaders to leverage advanced analytics, identify trends and patterns, optimize processes, and make data-driven strategies that stay ahead of the competition.

Steps To Become A Data Science Leader

Data Science Leader

A business leader needs to understand cloud computing to leverage its scalability, flexibility, and cost-effectiveness for their organization's IT infrastructure. Knowledge of cloud computing enables leaders to drive digital transformation, streamline operations, enhance collaboration, and leverage cloud-based services to support business growth and agility.

Steps To Become A Cloud Computing Leader

Cloud Computing Leader

A business leader needs to understand cybersecurity to protect their organization's sensitive data, intellectual property, and digital assets from cyber threats and breaches. Knowledge of cybersecurity allows leaders to implement robust security measures, develop incident response plans, mitigate risks, and maintain the trust of customers, partners, and stakeholders in an increasingly connected and digital landscape.

Steps To Become A Cybersecurity Leader

Cybersecurity Leader

A business leader needs to understand digital transformation to stay relevant and competitive in the digital age, where technology is reshaping industries and business models. Knowledge of digital transformation enables leaders to identify opportunities for innovation, optimize operations, enhance customer experiences, and adapt their organizations to the rapidly evolving digital landscape.

Steps To Become A Digital Transformation Leader

Digital Transformation Leader

Executive Leadership

Consumer Goods

Automotive

Media and Entertainment

Thoughtworks

Product management offers valuable skills in strategic planning, market research, customer-centricity, and cross-functional collaboration, empowering individuals to lead the development and success of products or services in diverse industries. By gaining expertise in product management, you can drive innovation and contribute to the growth and profitability of businesses.

An AI product manager is responsible for overseeing the development and management of AI-powered products, including defining product vision, prioritizing features, and collaborating with cross-functional teams to ensure successful implementation and delivery.

Steps To Become An AI Product Manager

AI Product Manager

A data product manager is responsible for driving the development, strategy, and execution of data-driven products, overseeing data pipelines, analytics tools, and ensuring data-driven decision-making within the organization.

Steps To Become A Data Product Manager

Data Product Manager

A growth product manager focuses on optimizing key metrics and driving user acquisition, retention, and engagement through iterative experimentation and data-driven strategies to fuel the growth of a product or service.

Steps To Become A Growth Product Manager

Growth Product Manager

Product Management

Gaming

UI Path

MongoDB

Programming is a critical skill in today’s digital economy, and there is a shortage of qualified developers. We offer online computer programming courses in development basics, iOS, Android, Java, Javascript, C++, React, Python, front end development, and full stack development.

Learn programming basics and prepare for one of our career paths with these Nanodegree programs made with beginners in mind.

Steps to Learn Programming Fundamentals

Fundamentals

Demand for front-end developers is widespread across every industry—and only continues to rise. By mastering the valuable skills of this career path, you’ll be prepared for roles at a wide array of companies, from startups to global organizations.

Steps To Become A Front-End Web Developer

Front-End Web Developer

In this path, you'll take programming courses and learn to create complex server-side web applications that use relational databases to persistently store data. You’ll also build applications that can support any front end, and scale to support hundreds of thousands of users.

Steps To Become A Full Stack Web Developer

Full Stack Web Developer

In this path, you’ll learn to code and advance to programming in Swift, then create your first iOS app from scratch. You’ll build a portfolio you can present in interviews, learn mobile development fundamentals like design patterns, and tackle common technical interview questions to ultimately land a job as an iOS developer. If you are new to programming, begin with the Intro to Programming Nanodegree program to build fundamental skills.

Steps To Become An iOS Developer

iOS Developer

We built these Nanodegree programs in partnership with Google specifically to support aspiring Android developers. Learners will master Android app development with Kotlin, a modern programming language that enables developers to be more concise and productive, and build professional apps for the world's most popular mobile platform using Android Studio and Kotlin.

Steps To Become An Android Kotlin Developer

Android Kotlin Developer

Demand for blockchain developers is skyrocketing. Prepare for a career in Blockchain by learning object-oriented programming, JavaScript, and how to work with Bitcoin and Ethereum protocols.

Steps To Become A Blockchain Developer

Blockchain Developer

Programming & Development

Telecommunications

Energy

Healthcare

Kaggle

Nvidia - Deep Learning Institute

Facebook AI

Affectiva

Worldquant

Intel

Amazon Alexa

AI is one of the most transformational and fastest-growing technologies of our time. Our School of Artificial Intelligence offers AI training and machine learning courses as well as programs focusing on deep learning, computer vision, natural language processing, and AI product management.

Machine learning is becoming a fundamental skill as software development is entering a new era. This path will enable you to start a career as a machine learning engineer. First learn the fundamentals of programming in Python, linear algebra, and neural networks, and then move on to core machine learning concepts.

Steps To Become A Machine Learning Engineer

Machine Learning Engineer

Deep learning is driving advances in artificial intelligence that are changing our world. To join this field, start by learning Python fundamentals and neural networks, move on to core machine learning concepts, and then apply deep neural networks to challenges like image classification and generation, time-series prediction, and model deployment.

Steps To Become A Deep Learning Engineer

Deep Learning Engineer

Artificial intelligence is expected to be a $60 billion industry by 2025. Learn AI skills in specialized fields like computer vision, natural language processing, deep reinforcement learning, or core AI algorithms. Each of these programs covers advanced topics, building on your existing skills in programming, deep learning, and machine learning.

Artificial Intelligence

In Demand Skill Sets

Artificial Intelligence Across Industries

Programs Co-created With Artificial Intelligence Leaders.

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