diff --git a/practical-deep-learning-for-coders/lesson-2/bears/black/95bc802c-f107-465c-895e-8af282c47523.jpg b/practical-deep-learning-for-coders/lesson-2/bears/black/95bc802c-f107-465c-895e-8af282c47523.jpg
deleted file mode 100644
index d4b0a6b..0000000
Binary files a/practical-deep-learning-for-coders/lesson-2/bears/black/95bc802c-f107-465c-895e-8af282c47523.jpg and /dev/null differ
diff --git a/practical-deep-learning-for-coders/lesson-2/bears/black/e626277d-7f63-499b-824e-42a0a04c1cea.jpg b/practical-deep-learning-for-coders/lesson-2/bears/black/e626277d-7f63-499b-824e-42a0a04c1cea.jpg
deleted file mode 100644
index b7ed019..0000000
Binary files a/practical-deep-learning-for-coders/lesson-2/bears/black/e626277d-7f63-499b-824e-42a0a04c1cea.jpg and /dev/null differ
diff --git a/practical-deep-learning-for-coders/lesson-2/bears/teddy/2c1ce437-b0d5-4f4e-829a-10d58f1f34c4.jpg b/practical-deep-learning-for-coders/lesson-2/bears/teddy/2c1ce437-b0d5-4f4e-829a-10d58f1f34c4.jpg
deleted file mode 100644
index 170ccb8..0000000
Binary files a/practical-deep-learning-for-coders/lesson-2/bears/teddy/2c1ce437-b0d5-4f4e-829a-10d58f1f34c4.jpg and /dev/null differ
diff --git a/practical-deep-learning-for-coders/lesson-2/bears/teddy/7d0ef058-869f-4065-8fed-795da787cdfa.jpg b/practical-deep-learning-for-coders/lesson-2/bears/teddy/7d0ef058-869f-4065-8fed-795da787cdfa.jpg
deleted file mode 100644
index e7ca74d..0000000
Binary files a/practical-deep-learning-for-coders/lesson-2/bears/teddy/7d0ef058-869f-4065-8fed-795da787cdfa.jpg and /dev/null differ
diff --git a/practical-deep-learning-for-coders/lesson-2/bears/teddy/89b81be9-aaab-4724-95b8-adfd3ff07f4a.jpeg b/practical-deep-learning-for-coders/lesson-2/bears/teddy/89b81be9-aaab-4724-95b8-adfd3ff07f4a.jpeg
deleted file mode 100644
index e906b97..0000000
Binary files a/practical-deep-learning-for-coders/lesson-2/bears/teddy/89b81be9-aaab-4724-95b8-adfd3ff07f4a.jpeg and /dev/null differ
diff --git a/practical-deep-learning-for-coders/lesson-2/bears/teddy/b6d28167-897f-476e-90a6-04773e56f011.jpg b/practical-deep-learning-for-coders/lesson-2/bears/teddy/b6d28167-897f-476e-90a6-04773e56f011.jpg
deleted file mode 100644
index ba2c666..0000000
Binary files a/practical-deep-learning-for-coders/lesson-2/bears/teddy/b6d28167-897f-476e-90a6-04773e56f011.jpg and /dev/null differ
diff --git a/practical-deep-learning-for-coders/lesson-2/bears/teddy/d4b15e6d-ca6c-4538-b0d7-edbb4372ac93.jpg b/practical-deep-learning-for-coders/lesson-2/bears/teddy/d4b15e6d-ca6c-4538-b0d7-edbb4372ac93.jpg
deleted file mode 100644
index c216a61..0000000
Binary files a/practical-deep-learning-for-coders/lesson-2/bears/teddy/d4b15e6d-ca6c-4538-b0d7-edbb4372ac93.jpg and /dev/null differ