Motivation With the recent enormous success of deep learning in speech, image, and natural language processing, people start to dream about an intelligent brain with the assist of a massive amount of computation power on large datasets. Nvidia, the hardware company behind all the rapid development of deep learning, put together an ad page demonstrate the successful stories of AI. More and more researchers/companies start to realize the value and deep learning and begin to explore its inspirational applications.
To continue the discussion in previous post, we want a folder strucutre standard instead of HDF5 to store dataset temporarily for processing or permantantly for sharing. To enable the flexibility of such folder structure apporach, we only impose minimum requirements on such folder and leave the rest fine-definition to the meta-data file. So what is the best format for such meta data?
Basically, we want a hash talbe that establishes relationship between keyword and values that are meaningful to the user/audience.
Recently, the increasing volume of data and application of neural networks have both forced to look at data format again. Previously, I thought the HDF5 format is the best for most of my application. The nice APIs to HDF5, e.g. H5py and DeepDish gives me both flexibility and easiness of using HDF5 to store and share my dataset. However, as my datasets start to grow substantially, loading them into the memory puts a significant burden on my I/O bus, especially I only need part of that dataset every time.
Recently, I have to write some paper in MS Word which I haven’t used for some years and never used for scientific paper writing. Coming from the LaTex community, the two major challenge I have are
Equation writing/numbering Citation/reference generation Here is the results of my recent experience.
Equation Editing Although you can never compare equation editing in Word with the wonderful experience in LaTex, Word started to offer some basic tools to help you out.
Motivation Being a PhD student, we are trying to build our scholoarship in five to seven years through literature review, conducting independant research, and peer-reviewed publication. However, the real haunting question that I asked myself every once a while is this:
How to make an IMPACT on your community and the general public?
It is particularly true when I am approach the end of my PhD studies. To advertise work and promoting myself become more than a concept in the PhD orientation book.
This is a brief guide to managing content with the Academic framework. Content can include publications, projects, talks, news/blog articles, and widget pages. After you have read this guide about creating and managing content, you may also be interested to learn about writing content with Markdown, LaTeX, and Shortcodes.