diff --git a/README.md b/README.md
index bbd850f..dd0a46f 100755
--- a/README.md
+++ b/README.md
@@ -594,6 +594,7 @@ Table of Contents
 - [Statistical Computing for Scientists and Engineers - Notre Dame](https://www.youtube.com/playlist?list=PLd-PuDzW85AeltIRcjDY7Z4q49NEAuMcA)
 - [Statistical Computing, Fall 2017 - Notre Dame](https://www.youtube.com/playlist?list=PLd-PuDzW85AcSgNGnT5TUHt85SrCljT3V)
 - [Mathematics for Machine Learning, Lectures by Ulrike von Luxburg - Tübingen Machine Learning](https://www.youtube.com/playlist?list=PL05umP7R6ij1a6KdEy8PVE9zoCv6SlHRS)
+- [Numerics of Machine Learning (Winter 2022/23) - Tübingen Machine Learning](https://www.youtube.com/playlist?list=PL05umP7R6ij2lwDdj7IkuHoP9vHlEcH0s)
 
 ------------------------------
 
@@ -892,8 +893,9 @@ Table of Contents
 
 - [15-859BB: Quantum Computation and Quantum Information 2018 - CMU](https://www.cs.cmu.edu/~odonnell/quantum18/) ([Youtube](https://www.youtube.com/playlist?list=PLm3J0oaFux3YL5qLskC6xQ24JpMwOAeJz))
 - [Ph/CS 219A Quantum Computation - Prof Preskill - Caltech](https://www.youtube.com/playlist?list=PL0ojjrEqIyPy-1RRD8cTD_lF1hflo89Iu)
-- [Quantum Mechanics for Scientists and Engineers](https://www.youtube.com/playlist?list=PL_onPhFCkVQi2O405SkNf3hv-7HXnZnMm)
 - [Quantum Mechanics and Quantum Computation - Umesh Vazirani](https://www.youtube.com/playlist?list=PL74Rel4IAsETUwZS_Se_P-fSEyEVQwni7)
+- [Phys 1470 - Foundations of Quantum Computing and Quantum Information - U of Pittsburgh](https://www.youtube.com/playlist?list=PL9KDUYiMK3D5etNeur9HocwcAcfcDtArw)
+- [Quantum Physics for Non-Physicists 2021 - ETH Zurich](https://www.youtube.com/playlist?list=PLmE1-ewBrbkiOFq_vMXAww4GDMxDAB3pI) ([2020](https://www.youtube.com/playlist?list=PLmE1-ewBrbkiKoYQU4FawveQfhWU_4MkX))
 - [Quantum Information and Computing by Prof. D.K. Ghosh](https://www.youtube.com/playlist?list=PLq-Gm0yRYwThGmlypvSFQ-kT2rPaXKAZ5)
 - [Quantum Computing by Prof. Debabrata Goswami](https://www.youtube.com/playlist?list=PLq-Gm0yRYwTj7Fs6jyzYa83HErSrpXgPQ)
 - [The Building Blocks of a Quantum Computer: Part 1 - TU Delft](https://ocw.tudelft.nl/courses/building-blocks-quantum-computer-part-1/)