More than 60 free courses to learn AI, ML, and Data Science today
More than 60 courses with ratings and a brief summary (made by AI, of course)
Last week, a dear friend asked me to give some indications about training courses in AI and Machine Learning... she was expecting two or three.
As she probably knows, I like to deliver more than the expected, so I started to think about how I could collect all my favorite AI & Data Science courses in Coursera and share it with her in the best way possible.
Hence I have made a compilation of some of the best resources free and free to audit courses that can help her to learn AI, Machine Learning, and Data Science from basics to advance.
Since I believe that only provide course names does not help anyone to choose the best ones, I created on Kaggle a python program that read my dataset of Coursera courses, with a series of valid information and ratings and a very handy summary of the course webpage on coursera.com.
The AI summarization using NLP still needs some improvements but I believe it can really help to save time when trying to choose between dozens of pieces of training to start learning.
If you want you can have a look in the script, clicking on the link below:
I believe with this list of training, Mariana will be able to choose the best fit for her learning path. I hope this can help you and many other people to learn AI & Data Science online.
My Favorite free and free to audit AI & Data Science Courses on Coursera
Here a the list with more than 61 courses that you can access for free on Coursera. Enjoy it!
Algorithms, Part I (Free)
Topics include depth-first search, breadth-first search, topological sort, Kosaraju−Sharir, Kruskal, Prim, Dijkistra, Bellman−Ford, Ford−Fulkerson, LSD radix sort, MSD radix sort, 3-way radix quicksort, multiway tries, ternary search tries, Knuth−Morris−Pratt, Boyer−Moore, Rabin−Karp, regular expression matching, run-length coding, Huffman coding, LZW compression, and the Burrows−Wheeler transform. Which kinds of assessments are available in this course? Weekly exercises, weekly programming assignments, weekly interview questions, and a final exam. The activities are primarily composed of short drill questions (such as tracing the execution of an algorithm or data structure), designed to help you master the material. The programming assignments involve either implementing algorithms and data structures (deques, randomized queues, and KD-trees) or applying algorithms and data structures to an interesting domain (computational chemistry, computational geometry, and mathematical recreation).
University: Princeton University
Domain: Algorithms
Rating: 4.91
Link: http://tinyurl.com/y5ulzgfx
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Bitcoin and Cryptocurrency Technologies (Free)
It is one of the eight universities of the Ivy League, and one of the nine Colonial Colleges founded before the American Revolution. Learn about cryptographic building blocks (“primitives”) and reason about their security.
University: Princeton University
Domain: Computer Security and Networks
Rating: 4.68
Link: http://tinyurl.com/jempg25
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Algorithms, Part II (Free)
In this lecture, we introduce the complexity classes P, NP, and NP-complete, pose the famous P = NP question, and consider implications in the context of algorithms that we have treated in this course. When will I have access to the lectures and assignments? Once you enroll for a Certificate, you’ll have access to all videos, quizzes, and programming assignments (if applicable).
University: Princeton University
Domain: Algorithms
Rating: 4.95
Link: http://tinyurl.com/lqkv5qu
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Audio Signal Processing for Music Applications (Free)
Can I pay to get a Course Certificate? No, we do not offer this option. What resources will I need for this class? All the materials and tools for the class are available online under open licenses.Do I need to buy a textbook for the course? No, it is self-contained. How much programming background is required for the course? All the assignments start from some existing Python code that the student has to understand and modify.
University: Stanford University & Universitat Pompeu Fabra of Barcelona
Domain: Software Development
Rating: 4.84
Link: http://tinyurl.com/y7r9jycl
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Computer Science: Algorithms, Theory, and Machines (Free)
In this lecture, we provide insights into how your Java code gets its job done by introducing an imaginary computer similar to the minicomputers of the 1960s and the microprocessor chips found in today’s laptops mobile devices. Continuing our description of processor design and low-level programming, we provide context stretching back to the 1950s and discuss future implications of the von Neumann machine, where programs and data are kept in the same memory.
University: Princeton University
Domain: Algorithms
Rating: 4.79
Link: http://tinyurl.com/y7wx6d6w
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Analysis of Algorithms (Free)
We finish by examining the fascinating oscillatory behavior of the divide-and-conquer recurrence corresponding to the mergesort algorithm and the general “master theorem” for related recurrences. Since the 17th century, scientists have been using generating functions to solve recurrences, so we continue with an overview of generating functions, emphasizing their utility in solving problems like counting the number of binary trees with N nodes. Exact answers are often cumbersome, so we consider a scientific approach to developing approximate solutions that, again, mathematicians and scientists have used for centuries. Analytic Combinatorics.
University: Princeton University
Domain: Algorithms
Rating: 4.75
Link: http://tinyurl.com/wblzmtp
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Approximation Algorithms Part I (Free)
It is a simple, elementary application of powerful techniques. This module shows the power of rounding by using it to design a near-optimal solution to another fundamental problem: the Knapsack problem. This module explains the sophistication of rounding by using a clever variant for another fundamental problem: bin packing.
University: École normale supérieure
Domain: Algorithms
Rating: 4.73
Link: http://tinyurl.com/yabxv7u7
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Networks: Friends, Money, and Bytes (Free)
In this lecture, we will study various factors that impact the actual speeds we obtain at the application layer under realistic channel conditions. In this final lecture, we will explore a subject that we touched upon many times previously and forms an essential part of both social choice theory and technology network design: quantifying fairness of resource allocation. Here, we will summarize the critical points of what we have learned in this course. This contains various guest lectures from renowned members of academia and industry who are experts across the topics covered in this course. When will I have access to the lectures and assignments? Once you enroll for a Certificate, you’ll have access to all videos, quizzes, and programming assignments (if applicable).
University: Princeton University
Domain: Computer Security and Networks
Rating: 4.78
Link: http://tinyurl.com/y9damypg
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Computer Science: Programming with a Purpose (Free)
This lecture describes Java’s built-in array data structure that supports such applications, with several examples, including shuffling a deck of cards, the coupon collector test for randomness, and random walks in a grid. To interact with our programs, we need mechanisms for taking information from the outside world and for presenting information to the outside world.
University: Princeton University
Domain: Software Development
Rating: 4.78
Link: http://tinyurl.com/y3nqd6qg
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Networks Illustrated: Principles without Calculus (Free)
It is one of the eight universities of the Ivy League, and one of the nine Colonial Colleges founded before the American Revolution. An introduction to what this course is about: the fundamentals behind social and technical networks. How is it possible that we can all communicate effectively without disrupting each other’s calls, messages, or Internet usage?
University: Princeton University
Domain: Computer Security and Networks
Rating: 4.38
Link: http://tinyurl.com/yapp87ot
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Approximation Algorithms Part II (Free)
Instead, it introduces a central feature of linear programming, duality. This module uses linear programming duality to design an algorithm for another fundamental problem, the Steiner forest problem. This module continues teaching algorithmic applications of linear programming duality by applying it to another significant problem, the facility location problem. We introduce a generalization of linear programming, semi-definite programming. This module uses semi-definite programming to design an approximation algorithm for another fundamental problem, the maximum cut problem. When will I have access to the lectures and assignments? Once you enroll for a Certificate, you’ll have access to all videos, quizzes, and programming assignments (if applicable).
University: École normale supérieure
Domain: Algorithms
Rating: 4.81
Link: http://tinyurl.com/y9q62jyy
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Enjoyable Econometrics (Free)
If you are searching for a MOOC on econometrics that treats (mathematical and statistical) methods of econometrics and their applications, you may be interested in the Coursera course “Econometrics: Methods and Applications” that is also from Erasmus University Rotterdam. Explain the three basic methods of Econometrics. Apply different econometrics models to examples of daily life.
University: Erasmus University Rotterdam
Domain: Probability and Statistics
Rating: 4.4
Link: http://tinyurl.com/ya3yf4p6
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Machine Learning (Free to Audit)
We discuss how a pipeline can be built to tackle this problem and how to analyze and improve the performance of such a system. When will I have access to the lectures and assignments? Once you enroll for a Certificate, you’ll have access to all videos, quizzes, and programming assignments (if applicable).
University: Stanford University
Domain: Machine Learning
Rating: 4.91
Link: http://tinyurl.com/mcd85l5
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Cryptography I (Free to Audit)
You can audit the course for free if you only want to read and view the course content. What is the refund policy? You will be eligible for a full refund until two weeks after your payment date, or (for courses that have just launched) until two weeks after the first session begins, whichever is later.
University: Stanford University
Domain: Computer Security and Networks
Rating: 4.81
Link: http://tinyurl.com/yyl3jkeb
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Introduction to Programming with MATLAB (Free to Audit)
We will learn how to produce heterogeneous data collection via structure and cells, and we will learn how to store points in time and time durations. Files are named areas in permanent memory for storing data that can be used as input or output to MATLAB and other programs.
University: Vanderbilt University
Domain: Software Development
Rating: 4.82
Link: http://tinyurl.com/y53fuskc
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Build Your First Android App (Project-Centered Course) (Free to Audit)
If you only want to read and view the course content, you can audit the course for free. What is the refund policy? You will be eligible for a full refund until two weeks after your payment date, or (for courses that have just launched) until two weeks after the first session of the course begins, whichever is later.
University: CentraleSupélec
Domain: Mobile and Web Development
Rating: 4.32
Link: http://tinyurl.com/y9br52gq
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Learn to Program: The Fundamentals (Free to Audit)
This course introduces the fundamental building blocks of programming and teaches you how to write fun and useful programs using the Python language. Established in 1827, the University of Toronto is one of the world’s leading universities, renowned for its excellence in teaching, research, innovation, and entrepreneurship, as well as its impact on economic prosperity and social well-being around the globe. This module gives an overview of the course, the editor we will use to write programs, and an introduction to Python’s fundamental concepts, including variables, mathematical expressions, and functions. This module introduces strings (a Python data type used to represent text), and a process to follow when creating a function. This module introduces Booleans (logical values True and False), how to convert between types, how to use Boolean expressions in if statements to run code, and the concept of a Python module selectively. This module introduces one way to repeat code (using a for loop), how to manipulate strings, and how to use a debugger to watch a program execute step by step. This module introduces another way to repeat code (using a while loop), how to properly document your code to help other programmers understand it, Python’s list data type, and the concept of mutation. This module introduces how to use a for loop over the indexes of a list, how to nest lists, and how to read write files.This module introduces tuples (an immutable version of lists), and Python’s dictionary type. When will I have access to the lectures and assignments? Once you enroll for a Certificate, you’ll have access to all videos, quizzes, and programming assignments (if applicable).
University: University of Toronto
Domain: Software Development
Rating: 4.74
Link: http://tinyurl.com/y5l9sfvs
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Cybersecurity and Its Ten Domains (Free to Audit)
Learners will also be exposed to electric power issues such as brownouts, fire detection and suppression, and HVAC.In this module we are going to cover some of the most technical and comprehensive topics that cyber security has to offer as we look at Security Architecture and Design and Telecommunications and Network Security.
University: University System of Georgia
Domain: Computer Security and Networks
Rating: 4.22
Link: http://tinyurl.com/pdqww8m
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Econometrics: Methods and Applications (Free to Audit)
When you know econometrics, you are able to translate data into models to make forecasts and to support decision making in a wide variety of fields, ranging from macroeconomics to finance and marketing.
University: Erasmus University Rotterdam
Domain: Probability and Statistics
Rating: 4.58
Link: http://tinyurl.com/y9yvpgpl
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C++ For C Programmers, Part A (Free to Audit)
If you only want to read and view the course content, you can audit the course for free.What is the refund policy?You will be eligible for a full refund until two weeks after your payment date, or (for courses that have just launched) until two weeks after the first session of the course begins, whichever is later.
University: University of California, Santa Cruz
Domain: Software Development
Rating: 4.38
Link: http://tinyurl.com/jfuvz22
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Internet History, Technology, and Security (Free to Audit)
The Link and Internetwork layers are the lowest layers of that model.The Transport layer is built on the Internetwork layer and is what makes our network connections reliable.With reliable “pipes” available from the Transport layer, we can build applications like web browsers, file transfer applications, or email clients and servers.Using simple examples, we examing how to shield data from prying eyes and make sure that the data was not altered while in transit.We apply the basic ideas of encryption and signing to who we actually secure the connections that we use on today’s Web and Internet.
University: University of Michigan
Domain: Computer Security and Networks
Rating: 4.77
Link: http://tinyurl.com/y92r26uk
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Gamification (Free to Audit)
If you only want to read and view the course content, you can audit the course for free.What is the refund policy?You will be eligible for a full refund until two weeks after your payment date, or (for courses that have just launched) until two weeks after the first session of the course begins, whichever is later.
University: University of Pennsylvania
Domain: Design and Product
Rating: 4.77
Link: http://tinyurl.com/jpw2bux
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Python Programming: A Concise Introduction (Free to Audit)
If you only want to read and view the course content, you can audit the course for free.What is the refund policy?You will be eligible for a full refund until two weeks after your payment date, or (for courses that have just launched) until two weeks after the first session of the course begins, whichever is later.
University: Wesleyan University
Domain: Software Development
Rating: 4.62
Link: http://tinyurl.com/ydyrsv2h
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Build a Modern Computer from First Principles: From Nand to Tetris (Project-Centered Course) (Free to Audit)
We will start by building the Hack Central Processing Unit (CPU), and we will then integrate the CPU with the RAM, creating a full-blown computer system capable of executing programs written in the Hack machine language.Every computer has a binary machine language, in which instructions are written as series of 0’s and 1’s, and a symbolic machine language, also known as assembly language, in which instructions are expressed using human-friendly mnemonics.
University: Hebrew University of Jerusalem
Domain: Algorithms
Rating: 4.9
Link: http://tinyurl.com/zf98xna
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Code Yourself! An Introduction to Programming (Free to Audit)
If you only want to read and view the course content, you can audit the course for free.What is the refund policy?You will be eligible for a full refund until two weeks after your payment date, or (for courses that have just launched) until two weeks after the first session of the course begins, whichever is later.
University: The University of Edinburgh
Domain: Software Development
Rating: 4.73
Link: http://tinyurl.com/nlezopk
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Bayesian Statistics: From Concept to Data Analysis (Free to Audit)
If you only want to read and view the course content, you can audit the course for free.What is the refund policy?You will be eligible for a full refund until two weeks after your payment date, or (for courses that have just launched) until two weeks after the first session of the course begins, whichever is later.
University: University of California, Santa Cruz
Domain: Probability and Statistics
Rating: 4.56
Link: http://tinyurl.com/tqsobo8
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Introduction to User Experience Design (Free to Audit)
This means that anyone (regardless of their current training) that is willing to learn these techniques and follow the proposed cycle can be a UX designer!The Georgia Institute of Technology is one of the nation’s top research universities, distinguished by its commitment to improving the human condition through advanced science and technology.Georgia Tech’s campus occupies 400 acres in the heart of the city of Atlanta, where more than 20,000 undergraduate and graduate students receive a focused, technologically based education.What you should know before you start this courseIn these lectures we introduce the basic concepts covered in this course.The first step of the design cycle is presented along with techniques that are relevant for understanding the user and tasks.
University: Georgia Institute of Technology
Domain: Design and Product
Rating: 4.49
Link: http://tinyurl.com/ybfqjl4x
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Programming Languages, Part A (Free to Audit)
The course uses the languages ML, Racket, and Ruby as vehicles for teaching the concepts, but the real intent is to teach enough about how any language “fits together” to make you more effective programming in any language — and in learning new ones.This course is neither particularly theoretical nor just about programming specifics — it will give you a framework for understanding how to use language constructs effectively and how to design correct and elegant programs.
University: University of Washington
Domain: Software Development
Rating: 4.92
Link: http://tinyurl.com/gulaw33
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Programming Mobile Applications for Android Handheld Systems: Part 1 (Free to Audit)
If you only want to read and view the course content, you can audit the course for free.What is the refund policy?You will be eligible for a full refund until two weeks after your payment date, or (for courses that have just launched) until two weeks after the first session of the course begins, whichever is later.
University: University of Maryland, College Park
Domain: Mobile and Web Development
Rating: 4.61
Link: http://tinyurl.com/y7bv7ash
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Computational Neuroscience (Free to Audit)
The course is primarily aimed at third- or fourth-year undergraduates and beginning graduate students, as well as professionals and distance learners interested in learning how the brain processes information.Founded in 1861, the University of Washington is one of the oldest state-supported institutions of higher education on the West Coast and is one of the preeminent research universities in the world.This module includes an Introduction to Computational Neuroscience, along with a primer on Basic Neurobiology.
University: University of Washington
Domain: Machine Learning
Rating: 4.66
Link: http://tinyurl.com/y7hwncv6
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Introduction to Web Development (Free to Audit)
By the end of this lesson, you’ll be able to: identify and use common HTML tags; add an image to a webpage; create HTML-formatted tables; use hyperlinks to connect a series of webpages; upload your finished HTML pages to a web host; and, learn some tips and tricks for styling pages and practicing your coding.Now that you know some basic HTML, it’s time to turn our attention to another common scripting language used to make websites dynamic — that is allowing users to interact with your webpages — JavaScript.
University: University of California, Davis
Domain: Mobile and Web Development
Rating: 4.63
Link: http://tinyurl.com/yc8xtkk6
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Control of Mobile Robots (Free to Audit)
The structure of this class is somewhat unusual since it involves many moving parts — to do robotics right, one has to go from basic theory all the way to an actual robot moving around in the real world, which is the challenge we have set out to address through the different pieces in the course.The Georgia Institute of Technology is one of the nation’s top research universities, distinguished by its commitment to improving the human condition through advanced science and technology.Georgia Tech’s campus occupies 400 acres in the heart of the city of Atlanta, where more than 20,000 undergraduate and graduate students receive a focused, technologically based education.The description goes hereWhen will I have access to the lectures and assignments?Once you enroll for a Certificate, you’ll have access to all videos, quizzes, and programming assignments (if applicable).
University: Georgia Institute of Technology
Domain: Mobile and Web Development
Rating: 4.82
Link: http://tinyurl.com/ycnk6wu5
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Interactive Computer Graphics (Free to Audit)
Topics include: a command card interface for robot control, style-by-demonstration for robot behavior design, an actuated puppet device for character posing, a painting interface for robotic lights, and a fur display.When will I have access to the lectures and assignments?Once you enroll for a Certificate, you’ll have access to all videos, quizzes, and programming assignments (if applicable).
University: The University of Tokyo
Domain: Software Development
Rating: 4.38
Link: http://tinyurl.com/ybhqux39
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Learn to Program: Crafting Quality Code (Free to Audit)
We’ll design, code and validate our programs and learn how to compare programs that are addressing the same task.Established in 1827, the University of Toronto is one of the world’s leading universities, renowned for its excellence in teaching, research, innovation and entrepreneurship, as well as its impact on economic prosperity and social well-being around the globe.When will I have access to the lectures and assignments?Once you enroll for a Certificate, you’ll have access to all videos, quizzes, and programming assignments (if applicable).
University: University of Toronto
Domain: Software Development
Rating: 4.64
Link: http://tinyurl.com/yba38moz
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Software-Defined Networking (Free to Audit)
Today, UChicago is an intellectual destination that draws inspired scholars to our Hyde Park and international campuses, keeping UChicago at the nexus of ideas that challenge and change the world.This week, I’ll introduce an overview of the course and then dive into the history and evolution of SDNs.In this module, you will learn about the motivation and history behind the separation of the control and data plane, as well as the challenges and opportunities that this architectural paradigm offers.In this lesson, you will gain experience with OpenFlow/SDN control, gain some exposure to different SDN controllers, learn about the tradeoffs of using different SDN controllers, and gain some experience of using SDN to customize control-plane behavior.By the end of this module, you should have a good understanding of what network virtualization is, what it is used for, and how it relates to software defined networking.This module is relatively independent from some of the other modules, as programmable data planes involve new types of technology.
University: The University of Chicago
Domain: Computer Security and Networks
Rating: 4.76
Link: http://tinyurl.com/y7gub8ow
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Discrete Optimization (Free to Audit)
This week covers the common input/output organization of the assignments, how they are graded, and how to succeed in this class.These lectures introduce optimization problems and some optimization techniques through the knapsack problem, one of the most well-known problem in the field.
University: The University of Melbourne
Domain: Algorithms
Rating: 4.87
Link: http://tinyurl.com/ycdym9om
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Process Mining: Data science in Action (Free to Audit)
After taking this course you should:
- have a good understanding of Business Process Intelligence techniques (in particular process mining),
- understand the role of Big Data in today’s society,
- be able to relate process mining techniques to other analysis techniques such as simulation, business intelligence, data mining, machine learning, and verification,
- be able to apply basic process discovery techniques to learn a process model from an event log (both manually and using tools),
- be able to apply basic conformance checking techniques to compare event logs and process models (both manually and using tools),
- be able to extend a process model with information extracted from the event log (e.g., show bottlenecks),
- have a good understanding of the data needed to start a process mining project,
- be able to characterize the questions that can be answered based on such event data,
- explain how process mining can also be used for operational support (prediction and recommendation), and
- be able to conduct process mining projects in a structured manner.Eindhoven University of Technology (TU/e) is a young university, founded in 1956 by industry, local government and academia.
University: Eindhoven University of Technology
Domain: Data Analysis
Rating: 4.76
Link: http://tinyurl.com/jzbupnt
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Improving your statistical inferences (Free to Audit)
If you only want to read and view the course content, you can audit the course for free.What is the refund policy?You will be eligible for a full refund until two weeks after your payment date, or (for courses that have just launched) until two weeks after the first session of the course begins, whichever is later.
University: Eindhoven University of Technology
Domain: Probability and Statistics
Rating: 4.86
Link: http://tinyurl.com/y4roo2q6
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Version Control with Git (Free to Audit)
If you only want to read and view the course content, you can audit the course for free.What is the refund policy?You will be eligible for a full refund until two weeks after your payment date, or (for courses that have just launched) until two weeks after the first session of the course begins, whichever is later.
University: Atlassian
Domain: Software Development
Rating: 4.75
Link: http://tinyurl.com/tyt69t7
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Practical Time Series Analysis (Free to Audit)
If you only want to read and view the course content, you can audit the course for free.What is the refund policy?You will be eligible for a full refund until two weeks after your payment date, or (for courses that have just launched) until two weeks after the first session of the course begins, whichever is later.
University: The State University of New York
Domain: Probability and Statistics
Rating: 4.58
Link: http://tinyurl.com/y82m8wz6
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Agile with Atlassian Jira (Free to Audit)
If you only want to read and view the course content, you can audit the course for free.What is the refund policy?You will be eligible for a full refund until two weeks after your payment date, or (for courses that have just launched) until two weeks after the first session of the course begins, whichever is later.
University: Atlassian
Domain: Software Development
Rating: 4.66
Link: http://tinyurl.com/ya88r245
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Kotlin for Java Developers (Free to Audit)
If you only want to read and view the course content, you can audit the course for free.What is the refund policy?You will be eligible for a full refund until two weeks after your payment date, or (for courses that have just launched) until two weeks after the first session of the course begins, whichever is later.
University: JetBrains
Domain: Software Development
Rating: 4.67
Link: http://tinyurl.com/rstsgs2
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Blockchain: Foundations and Use Cases (Free to Audit)
The reading materials will help you to expand your knowledge of the materials presented in this module.
University: ConsenSys Academy
Domain: Computer Security and Networks
Rating: 4.66
Link: http://tinyurl.com/yb6wnxny
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Introduction to Augmented Reality and ARCore (Free to Audit)
Through the four week course, you’ll learn:- How to identify different types of AR experiences
- Tools and platforms used in the AR landscape
- What makes AR feel “real”
- Popular use cases for AR
- How to create an AR use flow
- How AR experiences work
- Tools like Google Poly and Unity to build AR experiences
- Next steps to start building an AR experience using ARCore and other tools
This course will break down complex AR concepts to make them easy to understand, while also sharing expert tips and knowledge from Daydream’s ARCore team.
University: Google AR & VR
Domain: Mobile and Web Development
Rating: 4.42
Link: http://tinyurl.com/y7acjq3j
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The Unix Workbench (Free to Audit)
My hope is that by the end of this course you be able to use different Unix tools as if they’re interconnecting Lego bricks.The mission of The Johns Hopkins University is to educate its students and cultivate their capacity for life-long learning, to foster independent and original research, and to bring the benefits of discovery to the world.This week we’ll help you get access to Unix (you may already be using it), and you’ll start using the command line.
University: Johns Hopkins University
Domain: Machine Learning
Rating: 4.75
Link: http://tinyurl.com/y82yynef
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Bayesian Statistics: Techniques and Models (Free to Audit)
If you only want to read and view the course content, you can audit the course for free.What is the refund policy?You will be eligible for a full refund until two weeks after your payment date, or (for courses that have just launched) until two weeks after the first session of the course begins, whichever is later.
University: University of California, Santa Cruz
Domain: Probability and Statistics
Rating: 4.75
Link: http://tinyurl.com/y7nxutat
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Interprofessional Healthcare Informatics (Free to Audit)
By the end of this module, learners will be able to: analyze informatics and gaming in relationship to health and healthcare and describe use of simulations and informatics to improve healthcare quality.This module explores ethical issues related to healthcare informatics in the interprofessional context.
University: University of Minnesota
Domain: Data Analysis
Rating: 4.4
Link: http://tinyurl.com/ybt28rjx
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Information Security: Context and Introduction (Free to Audit)
This includes a brief introduction to cryptography, security management and network and computer security that allows you to begin the journey into the study of information security and develop your appreciation of some key information security concepts.The course concludes with a discussion around a simple model of the information security industry and explores skills, knowledge and roles so that you can determine and analyse potential career opportunities in this developing profession and consider how you may need to develop personally to attain your career goals.
University: University of London
Domain: Computer Security and Networks
Rating: 4.6
Link: http://tinyurl.com/y6wes367
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An Intuitive Introduction to Probability (Free to Audit)
If you only want to read and view the course content, you can audit the course for free.What is the refund policy?You will be eligible for a full refund until two weeks after your payment date, or (for courses that have just launched) until two weeks after the first session of the course begins, whichever is later.
University: University of Zurich
Domain: Probability and Statistics
Rating: 4.72
Link: http://tinyurl.com/ybnqp85y
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Principles of fMRI 1 (Free to Audit)
Offered ByThis course covers the design, acquisition, and analysis of Functional Magnetic Resonance Imaging (fMRI) data.A book related to the class can be found here: https://leanpub.com/principlesoffmriThe mission of The Johns Hopkins University is to educate its students and cultivate their capacity for life-long learning, to foster independent and original research, and to bring the benefits of discovery to the world.CU-Boulder is a dynamic community of scholars and learners on one of the most spectacular college campuses in the country.
University: Johns Hopkins University & University of Colorado Boulder
Domain: Data Analysis
Rating: 4.59
Link: http://tinyurl.com/yalbaxdv
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Getting Started with AWS Machine Learning (Free to Audit)
Each topic consists of several modules deep-diving into variety of ML concepts, AWS services as well as insights from experts to put the concepts into practice.Key problems that Machine Learning can address and ultimately help solve.How to build intelligent applications using Amazon AI services like Amazon Comprehend, Amazon Rekognition, Amazon Translate and others.How to build, train and deploy a model using Amazon SageMaker with built-in algorithms and Jupyter Notebook instance.Sneak peek into AWS DeepLens — The world’s first deep learning enabled video camera for developers.Since 2006, Amazon Web Services has been the world’s most comprehensive and broadly adopted cloud platform.
University: Amazon Web Services
Domain: Machine Learning
Rating: 4.32
Link: http://tinyurl.com/ybq7hvaq
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Computational Thinking for Problem Solving (Free to Audit)
Even if you have never written a program before — or never even considered it — after completing this module, you will be able to write simple Python programs that allow you to express your algorithms to a computer as part of a problem-solving process based on computational thinking.When will I have access to the lectures and assignments?Once you enroll for a Certificate, you’ll have access to all videos, quizzes, and programming assignments (if applicable).
University: University of Pennsylvania
Domain: Algorithms
Rating: 4.75
Link: http://tinyurl.com/ya62aewm
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Experimentation for Improvement (Free to Audit)
We spend several videos to show how to optimize a system with 2 variables.We close up the course and point out the next steps you might follow to extend what you have learned here.When will I have access to the lectures and assignments?Once you enroll for a Certificate, you’ll have access to all videos, quizzes, and programming assignments (if applicable).
University: McMaster University
Domain: Probability and Statistics
Rating: 4.83
Link: http://tinyurl.com/yaabpvoh
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Build a Modern Computer from First Principles: Nand to Tetris Part II (project-centered course) (Free to Audit)
Although it is recommended to take Part I before taking Part II, you can take any of these courses, in any order that suites you.How much computer science do I have to know before taking this course?The only requirement is programming ability at the level acquired in typical introduction to computer science courses.Which programming language do I have to use in order to complete the assignments in this course?We expect learners to submit assignments in any version of Java, or Python.
University: Hebrew University of Jerusalem
Domain: Software Development
Rating: 4.95
Link: http://tinyurl.com/y9qo6hlo
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Data Processing Using Python (Free to Audit)
It starts with the basic syntax of Python, to how to acquire data in Python locally and from network, to how to present data, then to how to conduct basic and advanced statistic analysis and visualization of data, and finally to how to design a simple GUI to present and process data, advancing level by level.
University: Nanjing University
Domain: Software Development
Rating: 4.34
Link: http://tinyurl.com/ydacog4h
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International Cyber Conflicts (Free to Audit)
After taking this course you will be able to:
• Identify different types of actors involved in cyber threats (individuals, organizations & nation-states)
• Distinguish between different types of threats and issues in cyber security including, data theft, political espionage, critical infrastructure protection, and propaganda
• Detail the basic characteristics of the Internet infrastructure and international efforts to address Internet governance
• List several international efforts to address cyber crime and espionage
• Evaluate how principals that govern international conflicts might be applied in context of cyber security
• Apply different psychological theories of human motivation and cooperation and communication and political theories in analysis of different international issues related to cyber security including censorship, media operations and role of social technologies.
University: The State University of New York
Domain: Computer Security and Networks
Rating: 4.42
Link: http://tinyurl.com/gtlm2bu
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Social Media Data Analytics (Free to Audit)
He is currently a faculty member at University of Washington.Founded in 1861, the University of Washington is one of the oldest state-supported institutions of higher education on the West Coast and is one of the preeminent research universities in the world.In this first unit of the course, several concepts related to social media data and data analytics are introduced.
University: Rutgers the State University of New Jersey
Domain: Data Analysis
Rating: 4.13
Link: http://tinyurl.com/y7s3uofl
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Continuous Delivery & DevOps (Free to Audit)
How to diagnose a team’s delivery pipeline and bring forward prioritized recommendations to improve itThe skill sets and roles involved in DevOps and how they contribute toward a continuous delivery capabilityHow to review and deliver automation tests across the development stackHow to facilitate prioritized, iterative team progress on improving a delivery pipeline Some familiarity with software development is helpful, but not required.
University: University of Virginia
Domain: Software Development
Rating: 4.62
Link: http://tinyurl.com/y7mw5hzr
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C++ For C Programmers, Part B (Free to Audit)
If you only want to read and view the course content, you can audit the course for free.What is the refund policy?You will be eligible for a full refund until two weeks after your payment date, or (for courses that have just launched) until two weeks after the first session of the course begins, whichever is later.
University: University of California, Santa Cruz
Domain: Software Development
Rating: 4.29
Link: http://tinyurl.com/ycd5cgrb
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Julia Scientific Programming (Free to Audit)
By the end of this module, you will be able to: create an array from data; learn to use the logical structures IF and FOR ; conduct basic array slicing, getting the incidence data and generating total number of cases; use Plots to generate graphs and plot data; and combine the Ebola data outputs to show a plot of disease incidence in several countries.in this week, we demonstrate how it is possible to use Julia in the notebook environment to interpret a model and its fit to the data from the Ebola outbreak.
University: University of Cape Town
Domain: Data Analysis
Rating: 4.44
Link: http://tinyurl.com/y8awc78j
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Data Analytics for Lean Six Sigma (Free to Audit)
If you only want to read and view the course content, you can audit the course for free. What is the refund policy? You will be eligible for a full refund until two weeks after your payment date, or (for courses that have just launched) until two weeks after the first session of the course begins, whichever is later.
University: University of Amsterdam
Domain: Data Analysis
Rating: 4.81
Link: http://tinyurl.com/y9bdrj4d
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VLSI CAD Part I: Logic (Free to Audit)
If you only want to read and view the course content, you can audit the course for free. What is the refund policy? You will be eligible for a full refund until two weeks after your payment date, or (for courses that have just launched) until two weeks after the first session of the course begins, whichever is later.
University: University of Illinois at Urbana-Champaign
Domain: Algorithms
Rating: 4.77
Link: http://tinyurl.com/ydz4hmp8
One more thing…
If you want to go further on your learning journey, I’ve prepared for you an amazing list with more than 60 training courses about AI, Machine Learning, Deep Learning, and Data Science that you can do right now for free:
- What is Predictive Analytics, and how can you use it today?
- The best free courses to learn AI, ML, and Data Science today.
- More than 60 courses with ratings and a summary (Made by AI, of course).
- Is it the end of the work as we know it? A brief analysis of the report Future of Job 2020 by the World Economic Forum
If you want to continue to discover new resources and learn about AI, In my ebook (link below), I am sharing the best articles, websites, and free training courses online about Artificial Intelligence, Machine Learning, Deep Learning, Data Science, Business Intelligence, Analytics, and others to help you start learning and develop your career.
Learn AI online: More than 200 resources online to start learning AI
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- AI, Robotics and Coding (for Parents): A practical guide for analog parents with digital kids
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- A.I. in 2020: A Year writing about Artificial Intelligence
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