[REVIEW] README.md comments.

[satyarth934]

Section 1: Active Labeler

• The first line in quotes, it has no context. If it's supposed to be a tagline, put it in a separate sentence to make that evident. Something even better would be to have it as a part of the image (at the bottom of it).
• Involve Ricardo to check if we can improve the color scheme of the image and the text.
• Get rid of the title that is separately mentioned at the top of the README. (match the other repos like Image Similarity Search or Chrome extension).
• Check the other repos for formats to include the "Published by" line and the buttons.

Section 2: What is Active Learning?

• Since the topic talks about explaining the concept, spend a couple more lines on explaining what active learning is and why we need it rather than directly jumping into the strategies.
• Graphs or images highlighting the data being picked can be included for the different strategies but I don't feel too strongly about it. But some links can be referred to each strategy for introduction or wiki pages.

Section 4: Setup

• For the directory structure, this can be used:

Dataset/
└── Unlabeled
    ├── Image1.png
    ├── Image2.png
    └── Image3.png

The tree command in linux gives this kind of output.

Section 5: How to use

• Include a question mark at the end of the title.
• Include the colab hyperlink as a button as well on top.

Section 6: Mandatory Arguments

• In the first line, instead of "main pipeline", write "main.py file".
• If possible, include a diagram highlighting what exactly is "Pipeline" in "Pipeline config" and what is model training in "Model config".
• Also include hyperlinks to the pipeline_config.yml and model_config.yaml either in the title or in the first line of each sub-section.
• Stick to a single extension format. Either yaml or yml.
• Consider getting rid of -- from each parameter because that is not how the parameters are fed into the config files.
• There are some spelling errors. Just go over it once again.

Section 7: Where can I find the trained model?

• I couldn't find where the path to model is specified. Just check the reference once again.

Section 8: Citation

• The author section is missing. (keeping consistent with the other repos)