Update README.md

README.md

@@ -199,31 +199,9 @@ Installation instructions and the lecture index are maintained at the
 repository root. Lecture-specific commands, mathematical explanations, and
 references accompany the corresponding code.
 
-## Tests
-
-```bash
-python -m unittest discover -s tests -v
-python -m unittest discover -s lecture_4/tests -v
-python -m unittest discover -s lecture_5/tests -v
-python -m unittest discover -s lecture_6/tests -v
-python -m unittest discover -s lecture_7/tests -v
-```
-
-The Lecture 3 unit tests cover property annotations, scalarization weights, reward
-gradients, DDPM schedule indexing, and constrained decoding.
-
-Lecture 4 tests check reverse KL losses and guidance calculations. Lecture 5
-tests check the master equation, Fisher geometry, Gumbel path derivatives, and
-MH detailed balance. Lecture 6 checks map identities and JVPs, categorical
-teachers, GLASS conditioning, reward gradients, insertion clocks, and Brownian
-composition. Its end-to-end runner also verifies checkpoint reloads. Lecture 7 checks OT duality, bridge marginals and conditional paths, generator identities, matching targets, and control geometry, with 17 seeded checkpoint-reload checks.
-Run a short end-to-end check of every method from its
-lecture folder with `python run_all.py --quick`.
-
 ## License
 
 The repository code is distributed under the
 [MIT License](https://huggingface.co/ChatterjeeLab/CIS6270/blob/main/LICENSE).
-The Lecture 2 U-Net checkpoint is included under the same license. The Lecture 3
 ESM-2 weights are downloaded from their original repository under the
 corresponding distribution terms.