Table of Contents
Where can I read machine learning papers?
Below are examples of resources that will assist you in your search for pertinent information.
- The Machine Learning Subreddit.
- The Deep Learning Subreddit.
- PapersWithCode.
- Top conferences such as NIPS, ICML, ICLR.
- Research Gate.
How you should read research papers?
Step-by-Step Instructions for Reading a Primary Research Article
- Begin by reading the introduction, not the abstract.
- Identify the big question.
- Summarize the background in five sentences or less.
- Identify the specific question(s).
- Identify the approach.
- Read the methods section.
- Read the results section.
How do I start research in deep learning?
Search for research inspiration in different places
- Talk to a researcher in a different field. Ask what problem they are excited about and try to restate the problem in computational terms.
- Code a simple baseline to get a feel for a problem.
- Extend the experiments section of a paper you like.
How do you publish papers in machine learning?
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- Find a research area that really motivates you (OpenAI does have a list of interesting problems);
- Find a supervisor;
- Read surveys on the area to locate yourself;
- Read the major papers on the area;
How do you track and follow the latest ML Research?
I listed some here: CVPR has its own YouTube channel, for ICML you can simply search on YouTube for “ICML 2019” to find relevant presentations, and the same goes for NeurIPS. Google Scholar is probably the most extensive database of publications related to ML.
Where is machine learning used today?
Machine learning is used in internet search engines, email filters to sort out spam, websites to make personalised recommendations, banking software to detect unusual transactions, and lots of apps on our phones such as voice recognition.
Does Google Maps use machine learning?
Google Maps will has predictive capabilities – enabled through machine learning — to inform passengers well ahead of time if their buses are going to encounter some obstacles. It now provides real-time tracking data, which can forecast delays in hundreds of cities worldwide.
Where to start with machine learning research paper?
One place to start would be to look at the history of Machine Learning. The history will send you in different directions, such as what you might expect to achieve from machine learning. How long does it take you to read a math heavy machine learning research paper?
What is the Journal of machine learning research?
The Journal of Machine Learning Research (JMLR) provides an international forum for the electronic and paper publication of high-quality scholarly articles in all areas of machine learning. All published papers are freely available online. JMLR has a commitment to rigorous yet rapid reviewing.
What are the best books on machine learning for beginners?
For data preparation and preprocessing Hardley Wickham’s Tidy Data is a must read. Regression Analysis is basic and one of the most important concept of Machine Learning, 7 Types of Regression Techniques you should know! can give you an overview of it.
How do I understand machine learning algorithms?
When trying to understand an algorithm: try to rederive the math and practice coding by reimplementing it. And try to stay on top of things: by checking papers in ML conferences and other online resources. One place to start would be to look at the history of Machine Learning.