Self Learning Quantum Computing and helpful resources that can aid, guide and teach Quantum Computing from CS&E perspective
The answer written here has been referenced from some of the leading Quantum Computing research Journals or Publications. The interested readers are advised to visit their website in order to get the rough idea of research trend and field segments before self reading Quantum Computing.
The publications/journals include -  IEEE Quantum, Quantum Information Processing by Springer, Journal of Quantum Computing By Tech Science Press, Quantum Journal and Quantum Computing by IOP [1, 2, 3, 4, 5]. Trends were mainly picked up from Google Scholar, ArXiv Open Access Repos and Online Courses by Reputed Universities.
The interested enthusiast may start from the notes/cheatsheets before moving to books/online course videos.

Methodology
Books were given preference over paper as it can be more helpful for a self learner or anyone needing assistance/help in the field. The main books are solemnly chosen on the basis of higher citations (quality and research impact), whereas reference books on the basis of citations (atleast more than 50 for the given topic) as well as date of publication (newer material given more preference). The order of listing is on the basis of citations only!.
The answer includes video material/courses as well as papers/cheatsheets that'd be helpful for a beginner in an arbitrary order and not in any preference!

Cheatsheets/Notes

Microsoft Research - Quantum Computing

Books

Quantum Computing and Quantum Information :

Quantum Computation and Quantum Information By Michael A. Nielsen &amp; Isaac L. Chuang



Reference Books:

Introduction to Quantum Computation and Quantum Information By Hoi Kwong Lo, Sandu Popescu, Tim Spiller

A First Introduction to Quantum Computing and Information By Bernard Zygelman

Quantum Networking :

Quantum Networking By Rodney Van Meter



Reference Books:

Schrödinger’s Killer App Race to Build the World’s First Quantum Computer By Jonathan P. Dowling

Quantum Artificial Intelligence:
1.Quantum Machine Learning By Siddhartha Bhattacharyya, Indrajit Pan, Ashish Mani, Sourav De, Elizabeth Behrman, Susanta Chakraborti (Eds.)


Reference Books:
1.Supervised Learning with Quantum Computers By Maria Schuld Francesco Petruccione
2.Quantum Machine Learning What Quantum Computing Means to Data Mining By Peter Wittek

Quantum Optics:

A guide to experiments in Quantum Optics By Hans A Bachor, Timothy C Ralph

The Quantum Theory of Light By Rodney Loudon



Simulations and Hardware:

Quantum Optics for Engineers By F.J. Duarte

2.Dancing with Qubits By Robert S Sutor

Quantum Error Correction and Fault Tolerance :

Quantum Error Correction - DA Lidar, TA Brun


Quantum Entanglement:
1.Geometry of Quantum States: An Introduction to Quantum Entanglement By Ingemar Bengtsson, Karol Życzkowski


Important Papers/Resources on Quantum Mechanics

A. EINSTEIN, N. ROSEN and B. PODOLSKY, Phys. Rev. 47, 777 (1935). Can Quantum-Mechanical Description of Physical Reality Be Considered Complete?;

Introduction to Quantum Mechanics By David J. Griffiths

Spontaneous parametric down-conversion


Courses/Video Lectures

Quantum Information and Computing
Quantum Computing


Bibliography

IEEE Quantum. https://quantum.ieee.org/
Quantum Information Processing. https://www.springer.com/journal/11128
Journal of Quantum Computing. https://www.techscience.com/JQC/index.html
Quantum - The open journal for Quantum Science. https://quantum-journal.org/
Quantum computing. https://iopscience.iop.org/article/10.1088/0034-4885/61/2/002/meta