19 best artificial intelligence courses online – AI, Business, Healthcare
With the range of tech-based applications expanded to almost any stretch of human occupations, the field of AI is a hothouse for both job-seekers and digital enthusiasts. It is estimated (and not without a degree of apprehension) that AI is yielding more jobs than there are potential recruits to fill the gaps.
AI is being heavily implemented in areas that benefit from big data and analytics such as finance, businesses, robotics, healthcare, marketing, advertising, research, science, or sales. If you find yourself on the curious side of this technological divide, the following review of the best artificial intelligence courses online can help you take the leap.
Artificial Intelligence Courses – Overview
The concept of Artificial Intelligence (AI) is pretty self-explanatory. It is a branch of computer science that deals with fitting machines with the intelligence that allows the latter to perform complex functions; a quality originally associated with humans. The field now broadly concerns itself with programming machines to think, discern and act intelligently.
In less than a decade, the definition and scope of AI have undergone drastic shifts. It is no longer sufficient to qualify something as truly AI depending solely on the task’s complexity.
What’s AI? Francois Chollet, an AI researcher at Google and creator of the machine-learning software library Keras, has come up with a more compact definition. According to the researcher, a system’s intelligence should be gauged by its ability to improvise and implement pre-determined information to unpredictable scenarios.
ML and DL. In the last decade, AI has further expanded into two important subsets: Machine Learning (ML courses) and Deep Learning (DL). Most of the achievements of AI essentially stem from these. ML refers to algorithm-based learning while DL relies on the creation of a neural network that helps it perform independent actions.
Use cases – Going beyond conventional robotics, the field of AI is now home to health, finance, retail, highway management, and business-related innovations. Given its scope and potential, now is the perfect time to tap into the surging possibilities offered by AI and keep abreast of the latest technological advances.
Best Artificial Intelligence Courses 2021 – Top Picks
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|Nanodegree||Specialization||Graduate Certificate||Executive Certificate|
|Udacity||Coursera Pro||Stanford||London Business School|
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Below is a tour of the best artificial intelligence courses online including career tracks, and certifications in AI. These are curated for various demographics including aspiring AI researchers as well as those who are completely new to the field.
1. AI for Everyone – Coursera
Rated 4.8 out of 5 stars, AI for Everyone is a collaborative AI course authorized by DeepLearning.AI. It is curated for learners stemming from non-technical backgrounds who hope to learn the ropes of AI despite lacking the engineering fundamentals.
Spanning over a total of four modules, this online AI course can easily be wrapped within a matter of weeks given some dedicated learning spells. Completing the class will land you a sharable certificate to be displayed in the certification sections of your online profiles, printed resumes, and other documents.
Upon enrolling, you will be introduced to the fundamentals of AI and its subsets, including Machine Learning and Deep Learning. From here, the course dives into exploring potential areas of AI application in organizations, case studies, and taking your first steps in AI.
In the final module, you will learn about some adversarial attacks on AI and the latter’s ties to the economy. Coursera offers financial aid for its already economical course offered at $49/month. One of the best artificial intelligence courses online for beginners.
Level: Beginners | Duration: 6 hours. | Instructor: Andrew Ng, DeepLearning.AI
Info: View Website. Free audition. Coursera Pro – $39/month with certificate.
2. Expand Your Knowledge of Artificial Intelligence
Udacity’s Expand Your Knowledge is a nanodegree tailored to help novice professionals command a greater understanding of the intricacies of AI. With a total of four modules, the program calls for a dedicated study plan of 12-25 hrs/week for three months.
Enrolling in the class will put you abreast of some crucial AI components, such as search, optimization, planning, pattern recognition, and others. Prerequisites include familiarity with Linear Algebra, Statistics, Calculus, and Object-Oriented Programming with Python.
In the introductory module, you will be required to use Constraint Propagation for creating an agent to solve Sudoku puzzles. From here you’ll move towards building agents with human-like reasoning and symbolic logic. At the end of the course, you will encounter Adversarial Search and fundamentals of Probabilistic Graphical Models.
Udacity’s programs come with additional tech support and career services that they claim help learners reach more tangible results. This is one of the best artificial intelligence courses online to add AI to your skillset and implement AI into your business routines.
Info: Udacity – Visit Website. | Instructors: Peter Norvig, Sebastian Thrun
Prerequisites: Algebra, Calculus, Statistics, & Python | AI Courses: 4
Capstone: Yes | Price: $399/month. $1017/3 months. Includes certificate.
3. Artificial Intelligence A-Z: Learn To Build an AI – Udemy
One of Udemy’s bestsellers, Artificial Intelligence A-Z is rated 4.4 out of 5 stars and stretches over 19 sections (subtopics) delivered in a series of 121 lectures, averaging some 16 hours of learning. Udemy’s AI course focuses on creating applications for real-world cases by combining ML and DL with the power of Data Science.
Designed like a skill path, this artificial intelligence course will take you through the formation of a complete beginner-to-advanced level AI skillset. You will learn how to perform AI without past coding experiences and merge it with OpenAI Gym.
Later modules include building AI models from code templates, Deep Convolutional Q – implementation and visualization, and artificial neural networks. A certificate of completion will await you at the end. This is one of the best AI courses available on Udemy.
4. AI Foundations For Everyone – Coursera
Coursera’s second program in AI is a specialization targeted at novice learners without programming skills or any comprehensive experience in AI, Machine Learning, or Deep Learning. Offered by IBM, the specialization comprises of 3 AI courses averaging around 2 months for completion given a tentative study plan of 2 hrs/week.
By the end of the specialization, you will have earned yourself some hands-on interaction with various AI applications and environments. You will also learn to create an AI-enabled chatbot without needing to code.
Upon acquainting yourself with some AI applications and use cases, you will begin using AI with IBM Watson and learn to generate AI-powered chatbots independent of any programming. Coursera lends learners the option to apply for an entire specialization or enroll in individual courses at $39/month. Financial aid remains available.
AI Courses: 3 | Duration: 3 months. 3 hours/week. Level: Beginner
Provider: IBM | Info: View Website. Free audition. $39/month with certificate.
5. AI Programming With Python – Udacity
Udacity’s second nanodegree is a 3-month course on creating neural networks with Python and standard Python libraries such as NumPy, pandas, Matplotlib, PyTorch. The program will also drill you into the essentials of Linear Algebra and Calculus.
Comprising of five modules, the program will begin with an introduction to coding in Python, moving on to some key Python tools and libraries along with Linear Algebra. In the last two modules, you will learn to plot neural networks by learning about foundations in Calculus including, derivatives, the chain rule, and plotting.
Despite being an introductory program, some formal prerequisites still apply. These include basic knowledge of Algebra, Calculus, and programming in any language. You can opt for the course at $339/month. Financial support is available for eligible candidates.
Info: Visit Website. | Instructors: Ortal Arel, Luis Serrano | Capstone: Yes
Prerequisites: Basic Algebra, Programming Knowledge | AI Courses: 5
Price: $399/month. $1017/3 months. Includes certificate.
6. Introduction To Artificial Intelligence with Python – edX
edX’s introductory course on AI teaches learners how to use ML in Python. A dedicated effort of 10-30 hrs/week will prove sufficient to complete this AI course within 7 weeks.
Since it is an AI course for beginners, it primarily focuses on teaching the preliminary steps in solving real-world cases via the application of AI. A cluster of hands-on projects will help students get at the forefront of modern artificial intelligence. You’ll learn the theoretical principles behind search algorithms, classification, optimization, and AI-powered systems.
Coming out of these AI courses, you will have a durable understating of crucial AI principles and how to apply these while creating intelligent systems of your own. Other core topics include logical inference, probability theory, Bayesian networks, Markov models, machine learning, neural networks, and natural language processing.
Enrolment is free but you will be charged $199 for a professional certificate of completion.
Reading tip: Python is often a prerequisite to enroll in AI courses online. Here is a list of best Python courses to get started. Alternatively, data science courses and data analytics courses help build a good foundation too.
7. Artificial Intelligence Graduate Certificate – Stanford
The Stanford School of Engineering is offering a curated graduate certificate in AI. Artificial Intelligence Certificate is primarily suited for students of software engineering who have a certain degree of familiarity with foundational AI tools. These include Linear Algebra, Calculus, Probability, Statistics, and programming experience in popular languages such as Java, Python, C++, etc.
Depending on the number of units you enroll for within the course, it could take around 1-2 years for completion. You’ll be required to take up one compulsory module on Principles and Techniques in Artificial Intelligence. Other than the required module, you can choose up to three elective modules from a total of sixteen.
Learners reserve the right to opt for any module of their choice, thereby tailoring the certification to their needs. Some important module topics include Robot Autonomy, Computational Logic, Natural Language Processing, DL, ML, Convolutional Neural Networks, and others.
AI Courses: 2 | Duration: 1-2 years. | Certificate: Yes.
Provider: Standford University | Prerequisites: C/C++ | Price: Fees apply.
8. Artificial Intelligence (AI) Foundations – edX
Authorized by the Columbia University, Artificial Intelligence Foundations is an advanced level course offered by edX. In this 12-week program, you will learn some fundamental concepts applied in AI and use them to design your agents that are equipped with the ability to solve complex real-world problems.
Introductory units involve exploring the history of AI, the role and application of AI, and intelligent agents. From here, you’ll venture into adversarial search, constraint satisfaction problems, and building games. With the basics down, you will encounter the foundations in Machine Learning and AI applications (robotics/vision) before you are ready to solve real-life problems with Python.
Since assignments will have Python as a significant component, students are required to have some basic programming skills in the said language. Other prerequisites include basic Probability, Calculus, and Linear Algebra.
While course enrolment is free, procuring a certificate of completion will cost you $249.
AI Courses: 2 | Duration: 12 weeks. 3-5 hours/week | Certificate: $249.
Provider: Columbia University, edX | Price: Free audition.
9. Elements of AI – University of Helsinki
Resulting from the joint efforts of Reaktor and the University of Helsinki, Elements of AI is a series of curated chapters aimed at demystifying AI for the average learner. Not only is enrolment free of cost, but you also have complete flexibility of pace. Each of the two parts in this series, Introduction to AI and Building AI, are further divided into chapters.
Introduction to AI is a theoretical course on the role and application of AI, while the second course deals with primary algorithms that enable the creation of important AI methods.
Although no programming experience is required for the first course, students are expected to know the basics of coding, Linear Algebra, and Statistics before venturing on to the second module. You will be awarded a certificate of completion at the end.
There are no fees involved, but similar to Coursera courses, you will be required to assess and grade peer assignments with proper feedback.
AI Courses: 6 | Duration: Self-paced | Level: Advanced beginners, Intermediates
Provider: University of Helsinki | Price: Free.
10. AI For Healthcare – Udacity
AI for Healthcare is another one of Udacity’s certifications that focuses on applied AI in the healthcare department for transformed patient outcomes. With this program, Udacity hopes to bring learners to the forefront of the surging tech-revolution in health.
Its other aim is to put them abreast of the various ways AI and ML continue to enhance decision-making and treatment accuracy. Prerequisites include an intermediate-level command over Python and some knowledge of ML.
Spanning over four modules, the program will take you through the process of learning, evaluating, and building predictive models that can transform patient outcomes. You will begin by learning to augment diagnosis by building 2D and 3D medical images.
From here you’ll venture on to optimizing clinical trial testing. Building on the concepts learned you will lastly create an AI-based algorithm that can estimate a patient’s pulse rate from the data collected from wearable devices.
Udacity recommends other related courses to best prepare students for this nanodegree. See our list here. Enrolment in the program will cost you $399/month billed upfront.
Info: Visit Website. | Instructors: Nikhil Bikhchandani, Emily Lindemer, Mazen Zawaideh
Capstone: Yes | Prerequisites: Intermediate Python, ML Experience | AI Courses: 4
Price: $399/month. $1356/ 4 months. Includes certificate.
11. AI For Medicine – Coursera
This course relates to AI’s application in the healthcare sector. Spanning over 3 AI courses online, this Coursera program comes with peer-graded reviews, hands-on exercises, capstone projects, and a certificate upon successful completion. Students can either opt for a single course or enroll for the entire specialization that takes 3 months of learning.
You’ll learn to diagnose x-rays from 3D MRI images, using 3D models for accurately predicting patient outcomes, estimating treatment effects from random trial data, and using NLP to automate the process of labeling medical datasets. Courses flow from AI’s application in medical diagnosis to its role in prognosis and finally treatment.
AI for medicine is an intermediate-level course and requires learners to possess a comfortable grasp of programming in Python, Statistics, and Probability. You can also follow a related specialization on Deep Learning but it is not mandatory.
AI Courses: 3 | Duration: 3 months. 7 hours/week. | Level: Intermediate
Info: View Website. Coursera Pro – $39/month with certificate.
12. Become an AI Product Manager – Udacity
Udacity’s third AI certification on this list is designed for aspiring product managers in AI. Enrolling in this AI course can help you either make a propitious career switch or gain a promotion. Become an AI Product Manager comprises of four modules, averages 2 months for completion at a steady pace of 5-10 hrs/ week.
A key component of this course is designing AI products that reciprocate great value for the business. Drilling down product managing skills in your system will help you compete in the fast-evolving niche of AI. By the end of this AI course, you will understand the precise parameters that help you evaluate a product’s business value.
A series of modules are designed for operationalizing this goal. You will start with an introductory course around foundations in AI before embarking on scoping and building data sets, training modules, and evaluating them for success. Later modules will teach you the value of scalability, potential biases, and compliance in successfully rating products.
Several review cases and interactive exercises will help you define these aforementioned parameters. You can also opt for related nanodegrees available on Udacity. While there are no hard and fast prerequisites for this course, you will be expected to possess basic computer skills and online navigability.
Info: Visit Website. | Instructors: Alyssa Simpson-Rochwerger, Meeta Dash
Capstone: Yes | Prerequisites: None. | AI Courses: 4
Price: $399/month. $678/2 months. Includes certificate.
13. The Business of AI – London Business School
London Business School’s AI-based program is an opportunity for worldwide learners to participate in their online class and leverage their interactive experience to further careers. The Business of AI is a ten-week program requiring 3-5 hours of learning per week.
In the end, the program continues with a 180-day implementation plan for more pragmatic results. Those part of the C-suite, mid-to-senior level managers and product owners are positioned at the most receiving end of this online artificial intelligence course.
Once you enroll, you’ll encounter the first of three phases comprising the course. In the first phase, a total of 5 modules walk you through the business value of AI, all the way to leveraging this phenomenon and implementing it as an enterprise-wide capability.
While the second phase involves a more hands-on approach where you’ll come up with an AI plan for business. A six-month implementation phase will follow to help you continue and further the successes garnered from the course. You can enroll with a one-time fee of $1950 which also comes with a flexible payment plan.
Duration: 10 weeks. 3-5 hours/week | Instructors: Michael Davies, Nicos Savva
Certification: Executive Education Certificate from London Business School
AI courses: 5 | Capstones: Yes | Fees: £1,500 ($1,950)
14. AI for Business Leaders – Udacity
AI for Business leaders goes beyond the typical C-suite, reaching out to professionals associated with various tiers within an organization. Designed to empower corporate growth, this is one of the best artificial intelligence courses that will help you master AI implementation to enhance efficiency and improve customer experience.
With a total of eight modules, AI for Business Leaders aims at instilling foundational technical knowledge regarding AI and Machine Learning and their application across businesses. Coming out of this program, you will have a technical understanding of the valid questions and parameters that can help you evaluate the role of AI and its impact once it’s embedded within the corporate strategy.
Some key topics that you will cover include probabilistic reasoning, critical data attributes, machine learning model architecture, and its parameters. A capstone project at the end will provide you the opportunity to put your learning to test in a business-savvy way.
Prerequisites include basic knowledge of Mathematics, Statistics, and prior exposure to both in an academic or professional setting. You can easily complete the course within 2 months when dedicating 5 hours of learning per week.
Info: Visit Website. | Instructors: William Ross, Luis Serrano | Capstone: Yes
Prerequisites: Statistics, Probability, and Business Experience | AI Courses: 7
Price: $799/month. $1598/2 months. Includes certificate.
15. Artificial Intelligence For Trading
Artificial Intelligence for Trading is a six-month course built in partnership with WorldQuant. Based on quantitative trading, this course comprises experts-generated projects touching upon crucial components in the trading sector, such as asset management and trading signal generation. Enrolling in this program will help you create an impressive portfolio and master important trading algorithms.
Spanning over a total of eight modules, this artificial intelligence course will walk you through the basics of quantitative analysis which includes, but isn’t limited to, data processing, trading signal, and portfolio management.
You will begin with an introduction to market mechanics, the quant workflow, and financial security parameters such as market indices, vanilla ETFs, and Smart Beta ETFs. With the basics down, you’ll move on to generating trading signals via sentiment analysis, and natural language processing with machine learning.
This AI course provides student services including mentorship and resume support.
Info: Visit Website. | Instructors: Cindy Lin, Arpan Chakraborty, Eddy Shyu
Capstone: Yes | Prerequisites: Python, Mathematics | AI Courses: 8
Price: $399/month. $2034/6 months. Includes certificate.
16. Professional Certificate in Applied AI – IBM
IBM is offering a professional certificate in applied AI. Six skill-building artificial Intelligence courses comprise this certification program and take about 6 months for completion with 3-5 hours of learning per week.
In this program, you will learn both the foundations in AI as well as some advanced-level applications. You will start with building and training custom image classifiers using Watson, Python, OpenCV. This will be followed by creating customer support chatbots and deploying virtual assistants to Facebook, etc.
Later modules focus on broader AI applications and Computer Vision-one of the most action-packed subsets within AI. edX’s professional AI certificate is a self-paced program and costs $534 for full-course access.
AI Courses: 6 | Duration: 6 months. 3-5 hours/week | Provider: IBM, edX
Certificate: Applied AI Professional Certificate. | Price: $534. Discount available.
17. IBM AI Engineering, Professional Certificate – Coursera
IBM’s professional certificate in AI ($49 –financial aid available) is designed to help aspiring learners jumpstart their careers by earning an important credential. Comprising of six AI courses online, IBM AI Engineering is an intermediate-level program directed both at novice learners and AI professionals in search for expansion in applied AI.
You can either opt for individual courses or master the entire certification. Some of the essential skills you are expected to gain are related to Data Science, Artificial Neural Networks, Programming, and ML.
AI Courses: 4 | Duration: 8 months. 3 hours/week. Level: Intermediates
Provider: Coursera | Info: View Website. Coursera Pro – $39/month with certificate.
18. AI Machine Learning Engineering – Springboard
Rated at 4.57 out 5 stars, Springboard’s six-month course is a curated career track program that offers 1:1 mentorship, along with an opportunity to process machine learning and AI essentials in a hands-on learning mode. Enrolling in this artificial intelligence course online will warrant you a job in machine learning within six months of graduating.
Coming out of this program, you will have induced an engineer’s skills, designed machine learning systems, and deployed an accessible running application.
Duration: 6 months | Certificate: Yes. | Info: Hands-on experience. Career support.
1:1 Mentoring: Yes | Job Guarantee: Yes | Price: from $1,490/month.
19. AI Google Education
AI Google is a curated platform with 35+ online artificial intelligence courses for both novice learners looking to branch out and AI professionals seeking expansion. Once on the site, you will have the freedom to choose from a smorgasbord of guides, podcasts, interactive content, and courses on AI, Machine Learning, and Deep Learning.
AI Google offers everything from testing, debugging, and problem framing in machine learning to Tensorflow workshops, so you can easily pick and choose the artificial intelligence courses that fit your needs the best.
AI Courses: 35+ | Duration: Self-paced. Level: Beginners, Intermediates
Platform: Google | Price: Free.
Choosing the Best Artificial Intelligence Courses Online
AI’s sudden surge in the last decade has resulted in several of its offshoots, including narrow AI, general AI, and applied AI. The latter is responsible for bringing AI into the real-world, a development that quickly upended traditionally enervating setups in the fields of finance, health, retail, etc.
Your shortlist of the best artificial intelligence courses online must take into account the correlation between your current field of experience and the afore-mentioned offshoots. Once you are aware of the related subsets and fields within AI, you can leverage this knowledge to align the effort you are bound to put in these courses with your career aims.
Budget – Another important parameter to keep in mind is your budget. Not only must you opt for AI courses that let you put your learning to practice, but also make sure that the course complies both with your learning potential and finances. Some platforms on the list, such as Coursera and Udacity, offer financial aid to eligible candidates.
Resources– Finally, reviewing additional notes, materials and books can help you choose the right fit. Since learning will be self-paced and independent, additional support can boost your online AI courses to a quicker finish.
Best Artificial Intelligence Courses Online 2021 – Review Verdict
Wrapping up our review of the best artificial intelligent courses online. Just because there is a sea of curated AI courses online does not mean you are destined for a fatal sway of indecisiveness.
The best thing would be to take your time reviewing, comparing, and contrasting the information available on these programs. Eventually, you’ll land yourself a course that has all the right credentials of field application, projects, duration, and budget to make it a win.
Best Artificial Intelligence Courses Online (AI)
- AI for Everyone
- Expand Your Knowledge of Artificial Intelligence
- Artificial Intelligence A-Z: Learn To Build an AI
- AI Foundations For Everyone
- AI Programming With Python
- Introduction To Artificial Intelligence with Python
- Artificial Intelligence Graduate Certificate
- Artificial Intelligence (AI) Foundations
- Elements of AI – University of Helsinki
- AI For Healthcare
- AI For Medicine
- Become an AI Product Manager
- The Business of AI
- AI for Business Leaders
- Artificial Intelligence For Trading
- Professional Certificate in Applied AI, IBM
- IBM AI Engineering, Professional Certificate
- AI Machine Learning Engineering Career Track
- AI Google Education
What are the best artificial intelligence courses online in 2021? Let us know in the comments below.
Here is a playlist of the best TedTalks covering artificial intelligence topics. If you prefer YouTube here are some noteworthy introductions and documentaries about the development of AI and the impacts on society. 1 | 2 | 3 | 4 | 5
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