Tips for AI writers:
1. Spend 30% of your effort on skimming all student ML papers (e.g. Stanford NLP CS224n) the past 3 years and prototype your favorites
The idea is everything. Pick an area you are interested in and ideally something that has a visual aspect to it
Most of my 'on the top of my mind' ideas were bad in retrospect. Skimming 100s of student papers will give you an overview of what's interesting.
Student papers are overlooked, easy to understand, and have good compute constraints.
2. Spend 30% on your effort on coding
Create an edge to the project. Apply it to something new and use FastAI or Keras to improve the accuracy with 5-30%.
3. Spend 30% writing an in-depth article
Have a north star article in terms of structure and quality. Find something that stretches you to your utmost capability. I used @copingbear’s Style transfer article:
4. Spend 10% marketing your project
Invest a week in studying the strategies to rank on sites like HN and Reddit, then use them. If you have an interesting result and a great article, you've done the hard work.