The editors at Solutions Review have compiled this list of the best machine learning courses and online training to consider for 2020.
Machine learning involves studying computer algorithms that improve automatically through experience. It is a sub-field of artificial intelligence where machine learning algorithms build models based on sample (or training) data. Once a predictive model is constructed it can be used to make predictions or decisions without being specifically commanded to do so. Machine learning is now a mainstream technology with a wide variety of uses and applications. It is especially prevalent in the fields of business intelligence and data management.
With this in mind, weve compiled this list of the best machine learning courses and online training to consider if youre looking to grow your AI or data science skills for work or play. This is not an exhaustive list, but one that features the best machine learning courses and training from trusted online platforms. We made sure to mention and link to related courses on each platform that may be worth exploring as well. Click Go to training to learn more and register.
Platform: Coursera
Description: This course provides a broad introduction to machine learning, data mining, and statistical pattern recognition. Topics include: (i) Supervised learning (parametric/non-parametric algorithms, support vector machines, kernels, neural networks). (ii) Unsupervised learning (clustering, dimensionality reduction, recommender systems, deep learning). (iii) Best practices in machine learning (bias/variance theory; innovation process in machine learning and AI).
Related paths/tracks: Machine Learning with Python (IBM), Machine Learning Specialization (University of Washington),Mathematics for Machine Learning Specialization (Imperial College London), Machine Learning with TensorFlow on Google Cloud Platform Specialization (Google Cloud)
Platform: DataCamp
Description: In this non-technical course, youll learn everything youve been too afraid to ask about machine learning. Theres no coding required. Hands-on exercises will help you get past the jargon and learn how this exciting technology powers everything from self-driving cars to your personal Amazon shopping suggestions. How does machine learning work, when can you use it, and what is the difference between AI and machine learning? Theyre all covered.
Related paths/tracks: Machine Learning for Business, Machine Learning with Tree-Based Models in Python, Machine Learning with caret in R
Platform: Edureka
Description: Edurekas Machine Learning Certification Training using Python helps you gain expertise in various machine learning algorithms such as regression, clustering, decision trees, random forest, Nave Bayes and Q-Learning. This training exposes you to concepts of statistics, time series and different classes of machine learning algorithms like supervised, unsupervised, and reinforcement algorithms. Throughout the course, youll be solving real-life case studies on media, healthcare, social media, aviation, and HR.
Related paths/tracks:Graphical Models Certification Training, Reinforcement Learning, Natural Language Processing with Python
Platform: edX
Description: Perhaps the most popular data science methodologies come from machine learning. What distinguishes machine learning from other computer guided decision processes is that it builds prediction algorithms using data. Some of the most popular products that use machine learning include the handwriting readers implemented by the postal service, speech recognition, movie recommendation systems, and spam detectors.
Related paths/tracks: Machine Learning for Data Science and Analytics (Columbia), Machine Learning Fundamentals (UC San Diego), Machine Learning with Python: from Linear Models to Deep Learning
Platform: Experfy
Description: As an introduction to machine learning, this course is presented at a level that is readily understood by all individuals interested in machine learning. This course provides a history of machine learning, defines data, and explains what is meant by big data; and classifies data in terms of computer programming. It covers the basic concept of numeral systems and the common numeral systems used by computer hardware to establish programming languages. Providing practical applications of machine learning.
Related paths/tracks: Machine Learning for Predictive Analytics, Feature Engineering for Machine Learning, Supervised Learning: Classification, Supervised Learning: Linear Regression, Unsupervised Learning: Clustering
Platform: Intellipaat
Description: This machine learning course will help you master the skills required to become an expert in this domain. Master skills such as Python, ML algorithms, statistics, supervised and unsupervised learning, etc. to become a successful professional in this popular technology. Intellipaats machine learning certification training comes with 24/7 support, multiple assignments, and project work to help you gain real-world exposure.
Related path/track: Artificial Intelligence Course and Training
Platform: LinkedIn Learning
Description: In this course, we review the definition and types of machine learning: supervised, unsupervised, and reinforcement. Then you can see how to use popular algorithms such as decision trees, clustering, and regression analysis to see patterns in your massive data sets. Finally, you can learn about some of the pitfalls when starting out with machine learning.
Related paths/tracks: Essential Math for Machine Learning: Python Edition, Applied Machine Learning: Algorithms, Applied Machine Learning Foundations
Platform: Mindmajix
Description: Mindmajix Machine Learning Training will help you develop the skills and knowledge required for a career as a Machine Learning Engineer. You will gain in-depth knowledge of all the concepts of machine learning including supervised and unsupervised learning, algorithms, support vector machines, etc.,through real-time industry use cases, and this will help you in clearing the Machine Learning Certification Exam.
Related path/track: Machine Learning with Python Training
Platform: Pluralsight
Description: Have you ever wondered what machine learning is? Thats what this course is designed to teach you. Youll explore the open-source programming language R, learn about training and testing a model as well as using a model. By the time youre done, youll have a clear understanding of exactly what machine learning is all about.
Related paths/tracks: Understanding Machine Learning with Python, Understanding Machine Learning with R, Machine Learning: Executive Briefing, How Machine Learning Works, Deploying Machine Learning Solutions
Platform: Simplilearn
Description: This machine learning online course offers an in-depth overview of machine learning topics including working with real-time data, developing algorithms using supervised and unsupervised learning, regression, classification, and time-series modeling. Learn how to use Python in this machine learning certification training to draw predictions from data.
Platform: Skillshare
Description: If youve got some programming or scripting experience, this course will teach you the techniques used by real data scientists in the tech industry and prepare you for a move into this hot career path. This comprehensive course includes68 lecturesspanning almost9 hours of video, and most topics includehands-on Python code examplesyou can use for reference and for practice.
Related paths/tracks:Demystifying Artificial Intelligence: Understanding Machine Learning, Goal-Driven Artificial Intelligence and Machine Learning
Platform: Udacity
Description: Learn advanced machine learning techniques and algorithms and how to package and deploy your models to a production environment. Gain practical experience using Amazon SageMaker to deploy trained models to a web application and evaluate the performance of your models. A/B test models and learn how to update the models as you gather more data, an important skill in the industry.
Related paths/tracks: Intro to Machine Learning with PyTorch,Intro to Machine Learning with TensorFlow
Platform: Udemy
Description: This course has been designed by two professional data scientists that can share their knowledge andhelp you learn complex theory, algorithms, and coding libraries in a simple way. The course will walk you step-by-step into the world of machine learning. With every tutorial, you will develop new skills and improve your understanding of this challenging yet lucrative sub-field of data science.
Related paths/tracks:Python for Data Science and Machine Learning Bootcamp, Machine Learning, Data Science and Deep Learning with Python,Data Science and Machine Learning Bootcamp with R
Timothy is Solutions Review's Senior Editor. He is a recognized thought leader and influencer in enterprise BI and data analytics. Timothy has been named a top global business journalist by Richtopia. Scoop? First initial, last name at solutionsreview dot com.
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The 13 Best Machine Learning Courses and Online Training for 2020 - Solutions Review
- Are We Overly Infatuated With Deep Learning? - Forbes [Last Updated On: August 18th, 2024] [Originally Added On: December 28th, 2019]
- CMSWire's Top 10 AI and Machine Learning Articles of 2019 - CMSWire [Last Updated On: August 18th, 2024] [Originally Added On: December 28th, 2019]
- Can machine learning take over the role of investors? - TechHQ [Last Updated On: August 18th, 2024] [Originally Added On: December 28th, 2019]
- Pear Therapeutics Expands Pipeline with Machine Learning, Digital Therapeutic and Digital Biomarker Technologies - Business Wire [Last Updated On: August 18th, 2024] [Originally Added On: January 11th, 2020]
- Dell's Latitude 9510 shakes up corporate laptops with 5G, machine learning, and thin bezels - PCWorld [Last Updated On: August 18th, 2024] [Originally Added On: January 11th, 2020]
- Limits of machine learning - Deccan Herald [Last Updated On: August 18th, 2024] [Originally Added On: January 11th, 2020]
- Forget Machine Learning, Constraint Solvers are What the Enterprise Needs - - RTInsights [Last Updated On: August 18th, 2024] [Originally Added On: January 11th, 2020]
- Tiny Machine Learning On The Attiny85 - Hackaday [Last Updated On: August 18th, 2024] [Originally Added On: January 11th, 2020]
- Finally, a good use for AI: Machine-learning tool guesstimates how well your code will run on a CPU core - The Register [Last Updated On: August 18th, 2024] [Originally Added On: January 11th, 2020]
- How Will Your Hotel Property Use Machine Learning in 2020 and Beyond? | - Hotel Technology News [Last Updated On: August 18th, 2024] [Originally Added On: January 11th, 2020]
- Technology Trends to Keep an Eye on in 2020 - Built In Chicago [Last Updated On: August 18th, 2024] [Originally Added On: January 11th, 2020]
- AI and machine learning trends to look toward in 2020 - Healthcare IT News [Last Updated On: August 18th, 2024] [Originally Added On: January 11th, 2020]
- The 4 Hottest Trends in Data Science for 2020 - Machine Learning Times - machine learning & data science news - The Predictive Analytics Times [Last Updated On: August 18th, 2024] [Originally Added On: January 11th, 2020]
- The Problem with Hiring Algorithms - Machine Learning Times - machine learning & data science news - The Predictive Analytics Times [Last Updated On: August 18th, 2024] [Originally Added On: January 11th, 2020]
- Going Beyond Machine Learning To Machine Reasoning - Forbes [Last Updated On: August 18th, 2024] [Originally Added On: January 11th, 2020]
- Doctor's Hospital focused on incorporation of AI and machine learning - EyeWitness News [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Being human in the age of Artificial Intelligence - Deccan Herald [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Raleys Drive To Be Different Gets an Assist From Machine Learning - Winsight Grocery Business [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Break into the field of AI and Machine Learning with the help of this training - Boing Boing [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- BlackBerry combines AI and machine learning to create connected fleet security solution - Fleet Owner [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- What is the role of machine learning in industry? - Engineer Live [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Seton Hall Announces New Courses in Text Mining and Machine Learning - Seton Hall University News & Events [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Christiana Care offers tips to 'personalize the black box' of machine learning - Healthcare IT News [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Leveraging AI and Machine Learning to Advance Interoperability in Healthcare - - HIT Consultant [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Essential AI & Machine Learning Certification Training Bundle Is Available For A Limited Time 93% Discount Offer Avail Now - Wccftech [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
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- 2020: The year of seeing clearly on AI and machine learning - ZDNet [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
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- Five Reasons to Go to Machine Learning Week 2020 - Machine Learning Times - machine learning & data science news - The Predictive Analytics Times [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Don't want a robot stealing your job? Take a course on AI and machine learning. - Mashable [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Adventures With Artificial Intelligence and Machine Learning - Toolbox [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Optimising Utilisation Forecasting with AI and Machine Learning - Gigabit Magazine - Technology News, Magazine and Website [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
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- Uncover the Possibilities of AI and Machine Learning With This Bundle - Interesting Engineering [Last Updated On: August 18th, 2024] [Originally Added On: January 22nd, 2020]
- Red Hat Survey Shows Hybrid Cloud, AI and Machine Learning are the Focus of Enterprises - Computer Business Review [Last Updated On: August 18th, 2024] [Originally Added On: January 22nd, 2020]
- Machine learning - Wikipedia [Last Updated On: August 18th, 2024] [Originally Added On: January 22nd, 2020]
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- Jenkins Creator Launches Startup To Speed Software Testing with Machine Learning -- ADTmag - ADT Magazine [Last Updated On: August 18th, 2024] [Originally Added On: January 24th, 2020]
- Research report investigates the Global Machine Learning In Finance Market 2019-2025 - WhaTech Technology and Markets News [Last Updated On: August 18th, 2024] [Originally Added On: January 25th, 2020]
- Expert: Don't overlook security in rush to adopt AI - The Winchester Star [Last Updated On: August 18th, 2024] [Originally Added On: January 25th, 2020]
- Federated machine learning is coming - here's the questions we should be asking - Diginomica [Last Updated On: August 18th, 2024] [Originally Added On: January 25th, 2020]
- I Know Some Algorithms Are Biased--because I Created One - Scientific American [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- Iguazio Deployed by Payoneer to Prevent Fraud with Real-time Machine Learning - Business Wire [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- Want To Be AI-First? You Need To Be Data-First. - Forbes [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- How Machine Learning Will Lead to Better Maps - Popular Mechanics [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- Technologies of the future, but where are AI and ML headed to? - YourStory [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- In Coronavirus Response, AI is Becoming a Useful Tool in a Global Outbreak - Machine Learning Times - machine learning & data science news - The... [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- This tech firm used AI & machine learning to predict Coronavirus outbreak; warned people about danger zones - Economic Times [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- 3 books to get started on data science and machine learning - TechTalks [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- JP Morgan expands dive into machine learning with new London research centre - The TRADE News [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- Euro machine learning startup plans NYC rental platform, the punch list goes digital & other proptech news - The Real Deal [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- The ML Times Is Growing A Letter from the New Editor in Chief - Machine Learning Times - machine learning & data science news - The Predictive... [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- Top Machine Learning Services in the Cloud - Datamation [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- Combating the coronavirus with Twitter, data mining, and machine learning - TechRepublic [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- Itiviti Partners With AI Innovator Imandra to Integrate Machine Learning Into Client Onboarding and Testing Tools - PRNewswire [Last Updated On: August 18th, 2024] [Originally Added On: February 2nd, 2020]
- Iguazio Deployed by Payoneer to Prevent Fraud with Real-time Machine Learning - Yahoo Finance [Last Updated On: August 18th, 2024] [Originally Added On: February 2nd, 2020]
- ScoreSense Leverages Machine Learning to Take Its Customer Experience to the Next Level - Yahoo Finance [Last Updated On: August 18th, 2024] [Originally Added On: February 2nd, 2020]
- How Machine Learning Is Changing The Future Of Fiber Optics - DesignNews [Last Updated On: August 18th, 2024] [Originally Added On: February 2nd, 2020]
- How to handle the unexpected in conversational AI - ITProPortal [Last Updated On: August 18th, 2024] [Originally Added On: February 5th, 2020]
- SwRI, SMU fund SPARKS program to explore collaborative research and apply machine learning to industry problems - TechStartups.com [Last Updated On: August 18th, 2024] [Originally Added On: February 5th, 2020]
- Reinforcement Learning (RL) Market Report & Framework, 2020: An Introduction to the Technology - Yahoo Finance [Last Updated On: August 18th, 2024] [Originally Added On: February 5th, 2020]
- ValleyML Is Launching a Series of 3 Unique AI Expo Events Focused on Hardware, Enterprise and Robotics in Silicon Valley - AiThority [Last Updated On: August 18th, 2024] [Originally Added On: February 5th, 2020]
- REPLY: European Central Bank Explores the Possibilities of Machine Learning With a Coding Marathon Organised by Reply - Business Wire [Last Updated On: August 18th, 2024] [Originally Added On: February 5th, 2020]
- VUniverse Named One of Five Finalists for SXSW Innovation Awards: AI & Machine Learning Category - PRNewswire [Last Updated On: August 18th, 2024] [Originally Added On: February 5th, 2020]
- AI, machine learning, robots, and marketing tech coming to a store near you - TechRepublic [Last Updated On: August 18th, 2024] [Originally Added On: February 5th, 2020]
- Putting the Humanity Back Into Technology: 10 Skills to Future Proof Your Career - HR Technologist [Last Updated On: August 18th, 2024] [Originally Added On: February 6th, 2020]
- Twitter says AI tweet recommendations helped it add millions of users - The Verge [Last Updated On: August 18th, 2024] [Originally Added On: February 6th, 2020]
- Artnome Wants to Predict the Price of a Masterpiece. The Problem? There's Only One. - Built In [Last Updated On: August 18th, 2024] [Originally Added On: February 6th, 2020]
- Machine Learning Patentability in 2019: 5 Cases Analyzed and Lessons Learned Part 1 - Lexology [Last Updated On: August 18th, 2024] [Originally Added On: February 6th, 2020]
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- Overview of causal inference in machine learning - Ericsson [Last Updated On: August 18th, 2024] [Originally Added On: February 6th, 2020]