I am interested to learn about machine learning, which will help me in my research. I have no experience in this area and looking for a good read for beginners. Thanks in advance.
Sanwar Ahmad
please check these:
LinearAlgebra
https://ocw.mit.edu/courses/mathematics/18-06-linear-algebra-spring-2010/
Calculus
https://www.youtube.com/playlist?list=PLZHQObOWTQDMsr9K-rj53DwVRMYO3t5Yr
Probability
https://www.edx.org/course/introduction-probability-science-mitx-6-041x-2
Algorithms
https://www.edx.org/course/algorithm-design-analysis-pennx-sd3x
(Machine@ Learning)Machine Learning by Andrew Ng on Courserahttps://www.coursera.org/learn/machine-learning
How does a total beginner start to learn machine learning if they have some knowledge of programming languages?https://www.quora.com/How-does-a-total-beginner-start-to-learn-machine-learning-if-they-have-some-knowledge-of-programming-languages/answer/Karlijn-Willems-1ML
https://machinelearningmastery.com/start-here/#algorithms
Project Ideas https://github.com/NirantK/awesome-project-ideas
(Deep Learning)
Deep learning by Andrew Ng on Courserahttps://www.coursera.org/specializations/deep-learning
Deep Learning by Fast.AI http://course.fast.ai/
Learn python for data science
Courses
- BrainStation - Data Science Course
- Coursera - Data Science at Scale | Coursera and Applied Data Science with Python | Coursera
- Edx - Introduction to Python for Data Science
- Lynda - Introduction to Data Analysis with Python
- DataCamp - Learn Python for Data Science - Online Course
- Udemy - Learning Python for Data Analysis and Visualization
- Intellipaat - Learn Data Science, Python course from online training and tutorial | Intellectualism
- Dataquest - Learn data science with Python and R. Get started for free.
- Dezyre - Data Science Training Course
- programminghub: https://programminghub.io/about.html
- https://www.sololearn.com/Course/Python/
Tutorials
- DataFlair - Python A - Z Tutorials
- Chris Fonnesbeck’s Statistical Data Analysis in Python tutorial - fonnesbeck/statistical-analysis-python-tutorial
Projects
- Kaggle - Your Home for Data Science
Books
- Pandas Cookbook, Ted Petrou
- Python for Data Analysis, Wes McKinney
Newsletters
- Data Science Weekly - Data Science Weekly Newsletter | DataScienceWeekly.org
- Python Weekly - A Free, Weekly Python E-mail Newsletter
Blogs
- Yhat - ŷhat | Yhat: The Yhat (Pronounced Y-hat) Blog
- DataCamp Blog - http://www.datacamp.com/community
- BlogsDope - BlogsDope - Read, learn and write articles on technology.
- FastML - Contents - FastML
- Analytics Vidhya - https://www.analyticsvidhya.com/...
Forums
- Reddit - Python • /r/Python
- DataTau
- Hacker News
- CodesDope: Discussion Forum
Tools
- PyCharm - PyCharm
- Atom - A hackable text editor for the 21st Century
- Anaconda - Download Anaconda Now!
- Sublime Text - Sublime Text - Download
Please refer https://machinelearningmastery.com/start-here/#algorithms
Andrew Ng's course on Coursera is an excellent place to start. For more in-depth knowledge please refer to the books Introduction to Statistical Learning and Elements of Statistical Learning.
Sanwar Ahmad
please check these:
LinearAlgebra
https://ocw.mit.edu/courses/mathematics/18-06-linear-algebra-spring-2010/
Calculus
https://www.youtube.com/playlist?list=PLZHQObOWTQDMsr9K-rj53DwVRMYO3t5Yr
Probability
https://www.edx.org/course/introduction-probability-science-mitx-6-041x-2
Algorithms
https://www.edx.org/course/algorithm-design-analysis-pennx-sd3x
(Machine@ Learning)Machine Learning by Andrew Ng on Courserahttps://www.coursera.org/learn/machine-learning
How does a total beginner start to learn machine learning if they have some knowledge of programming languages?https://www.quora.com/How-does-a-total-beginner-start-to-learn-machine-learning-if-they-have-some-knowledge-of-programming-languages/answer/Karlijn-Willems-1ML
https://machinelearningmastery.com/start-here/#algorithms
Project Ideas https://github.com/NirantK/awesome-project-ideas
(Deep Learning)
Deep learning by Andrew Ng on Courserahttps://www.coursera.org/specializations/deep-learning
Deep Learning by Fast.AI http://course.fast.ai/
Learn python for data science
Courses
- BrainStation - Data Science Course
- Coursera - Data Science at Scale | Coursera and Applied Data Science with Python | Coursera
- Edx - Introduction to Python for Data Science
- Lynda - Introduction to Data Analysis with Python
- DataCamp - Learn Python for Data Science - Online Course
- Udemy - Learning Python for Data Analysis and Visualization
- Intellipaat - Learn Data Science, Python course from online training and tutorial | Intellectualism
- Dataquest - Learn data science with Python and R. Get started for free.
- Dezyre - Data Science Training Course
- programminghub: https://programminghub.io/about.html
- https://www.sololearn.com/Course/Python/
Tutorials
- DataFlair - Python A - Z Tutorials
- Chris Fonnesbeck’s Statistical Data Analysis in Python tutorial - fonnesbeck/statistical-analysis-python-tutorial
Projects
- Kaggle - Your Home for Data Science
Books
- Pandas Cookbook, Ted Petrou
- Python for Data Analysis, Wes McKinney
Newsletters
- Data Science Weekly - Data Science Weekly Newsletter | DataScienceWeekly.org
- Python Weekly - A Free, Weekly Python E-mail Newsletter
Blogs
- Yhat - ŷhat | Yhat: The Yhat (Pronounced Y-hat) Blog
- DataCamp Blog - http://www.datacamp.com/community
- BlogsDope - BlogsDope - Read, learn and write articles on technology.
- FastML - Contents - FastML
- Analytics Vidhya - https://www.analyticsvidhya.com/...
Forums
- Reddit - Python • /r/Python
- DataTau
- Hacker News
- CodesDope: Discussion Forum
Tools
- PyCharm - PyCharm
- Atom - A hackable text editor for the 21st Century
- Anaconda - Download Anaconda Now!
- Sublime Text - Sublime Text - Download
Te puedo ayudar, tengo algo de experiencia en el tema, solo 36 años y en este momento estoy tratando de compartir lo poco que he aprendido, solo dime
Sanwar Ahmad, can you tell us a bit about the task you intend to perform using ML, and if you consider using Soft Computing or Hard Computing (classic) algorithms?
If you want to use Soft Computing algorithms in your research, more specifically fuzzy logic (your projects show that you have experience working with fuzzy logic and fuzzy sets), none of the suggestions given to you will help you because they focus on Hard Computing and exclude Fuzzy Logic based algorithms. If you want to focus on Hard Computing algorithms for ML, then all the previous suggestions are good.
A basic reference for fuzzy sets and fuzzy logic is:
Fuzzy Sets and Fuzzy Logic: Theory and Applications 1st Edition, George J. Klir & Bo Yuan - http://www.amazon.com/Fuzzy-Sets-Logic-Theory-Applications/dp/0131011715
As you have previously applied Fuzzy Logic in your research works, I suggest you study ML using classic/Hard Computing techniques (all of the references previously given are good) and then look for proposals in the literature focusing on the same task but based on fuzzy logic.
For example, one of the most commonly performed tasks in ML is classification (consider what is done by Facebook every time you post a new photo: an algorithm is used to search for areas in the new picture that might contain the face of a person and suggests you mark that area as an existing user/profile of the social network). These tasks can be done using the classic K-nearest neighbour (KNN) algorithm or the Fuzzy version of KNN. The same is valid for many other techniques and tasks in ML.
Summing up, although the task might is the same, the paradigms are quite distinct.
Cheers!
Thanks Marcos Evandro Cintra for the details. I do had previous research experience in Fuzzy logic. Currently I am working on inverse problems in tomography problems. I am developing a hybrid approach for image reconstruction, combining the deterministic and statistical approach. I got interested in ML as it is also used to reconstruct images. Thanks again for sharing the application of ML using Fuzzy logic.
I would recommend two books: Pattern recognition by Christopher Bishop and Deep Learning by Ian Goodfellow et al. These two books unravel and expatiate on machine learning with lucid illustrations.
- Badges
- Science topic
- Similar topics
- Psychology
- Mental Processes
- Learning