Here I intend to collect a list of resources of recent and up-to-date(hopefully) reviews that I came across. It will be dynamically updated, for now.

Dec 2023 Quantum Optimization: Potential, Challenges, and the Path Forward
Oct 2023 Quantum algorithms: A survey of applications and end-to-end complexities
 Jul 2023 Introduction to Haar Measure Tools in Quantum Information: A Beginner's Tutorial
Jun 2023 A survey on the complexity of learning quantum states
​Mar 2023 Challenges and Opportunities in Quantum Machine Learning 
​Sep 2022 The Future of Quantum Computing with Superconducting Qubits
Jan 2022 Lecture Notes on Quantum Algorithms for Scientific Computation
Apr 2016 The Mathematics of Entanglement

MIT's Quantum Information Science Series
​Shor's 8.370 and notes
Harrow's term project ideas with references for 8.371 (video, online psets) and written psets
​Harrow's 8.372 (psets, no solution)

Vazirani's list of project ideas with references that are a bit more relevant to current research
Watrous's more practical IBM Qiskit lectures ranging from foundation, algorithm, to cryptography
Watrous's amazing lecture notes on advanced QIS, QC, and theory of computation
Aaronson's intro lecture notes for quantum computing, with problem sets, but no solutions so far

Ok this has been a whole month, but I only got my videos recently. It was meant to be a birthday gift for myself on my 21st birthday. It was a truly amazing experience of a lifetime.