Differentiate between local optimization and global optimization Optimization is a process of assigning a set of inputs to an objective function that can extract the best possible output from the objective function. Local optimization tries to find extrema points, i.e., maxima or minima of the objective function in some specific or predefined region of the …
During our job or studies, we often process PDF files and images. These tasks include PDF merging, splitting, page removal, file size reduction, image cropping, etc. When you send an application out you might need your passport size photogram to be of certain dimension and file size. You might need to convert some documents or …
It is often required for aspiring data scientists to do portfolio projects either to show their skills or just simply for the pure joy of doing it. In either cases, the complexity of the project can be often a small one to medium one. To truly convince the recruiters, it is often required to do …
Free Compute and Storage Resources for Machine Learning Projects Read More »
The culture and growth of scientific research in various domains are interesting to observe. For many decades traditional scientific research has been accessible or done in academia or research institutes. Each decade or century witnessed various sciences rising to the limelight. Once it was physical sciences, then it was biological science, the age of computers, …
The Center for Brains, Minds and Machines (CBMM) is a premier institute and NSF Science and Technology Center dedicated to the study of intelligence. The website and Youtube channel of the institute contains a good number of tutorials and educational materials that help anyone interested in topics related to neuroscience, machine intelligence, etc. This tutorial …
Review of RL Tutorial from Center for Brains Minds and Machines Read More »
Every day, computational fields like machine learning, artificial intelligence, neuroscience, cryptography, etc. are making great progress. Anyone pursuing a career in all such fields might be looking for a solid foundation. If we dig deeper, we often trace back to the Queen of Science- Mathematics. How to learn mathematics for machine learning To learn mathematics …
A strong foundation flags off a voyage to knowledge and success. I am curating a list of free undergraduate courses. All of them are freely available on YouTube. This list particularly focuses on math-oriented courses. The reason for that is because most of the underlying concepts in various fields can be explained using mathematical principles. …
A few years ago, this post (Confession as AI Researcher) on machine learning Reddit community got a lot of attention. It was asking for machine learning research advice. A lot of suggestions/advice have been made by the community. I am summarizing all the points made by different community members along with my thoughts. Hope this …
This is a curated list of resources, blogs, YouTube channels/playlists, and special interest groups which discuss machine learning papers. These machine learning reading groups are an excellent opportunity for anyone working in machine learning to improve their knowledge and skillset and also to network remotely. For any machine learning or data science aspirant or even …