nipunbatra · nipunbatra · Nov 1, 2025 · Nov 1, 2025 · Nov 1, 2025
diff --git a/.gitignore b/.gitignore
@@ -307,7 +307,7 @@ MLEnv/
 **/cifar-100-python/
 **/cifar-100-python.tar.gz
 **/data/
-**/sample_images/
+# **/sample_images/
 
 # PyTorch model checkpoints
 **/*.pth

diff --git a/advanced/slides/rl.pdf b/advanced/slides/rl.pdf
diff --git a/imagenet_samples/banana_1.jpg b/imagenet_samples/banana_1.jpg
diff --git a/imagenet_samples/beagle_1.jpg b/imagenet_samples/beagle_1.jpg
diff --git a/imagenet_samples/bear_1.jpg b/imagenet_samples/bear_1.jpg
diff --git a/imagenet_samples/corgi_1.jpg b/imagenet_samples/corgi_1.jpg
diff --git a/imagenet_samples/elephant_1.jpg b/imagenet_samples/elephant_1.jpg
diff --git a/imagenet_samples/german_shepherd_1.jpg b/imagenet_samples/german_shepherd_1.jpg
diff --git a/imagenet_samples/golden_retriever_1.jpg b/imagenet_samples/golden_retriever_1.jpg
diff --git a/imagenet_samples/golden_retriever_2.jpg b/imagenet_samples/golden_retriever_2.jpg
diff --git a/imagenet_samples/ice_cream_1.jpg b/imagenet_samples/ice_cream_1.jpg
diff --git a/imagenet_samples/metadata.json b/imagenet_samples/metadata.json
@@ -0,0 +1,98 @@
+{
+  "tabby_cat_1": {
+    "class_idx": 281,
+    "class_name": "tabby cat"
+  },
+  "tabby_cat_2": {
+    "class_idx": 281,
+    "class_name": "tabby cat"
+  },
+  "persian_cat_1": {
+    "class_idx": 283,
+    "class_name": "persian cat"
+  },
+  "siamese_cat_1": {
+    "class_idx": 284,
+    "class_name": "siamese cat"
+  },
+  "golden_retriever_1": {
+    "class_idx": 207,
+    "class_name": "golden retriever"
+  },
+  "golden_retriever_2": {
+    "class_idx": 207,
+    "class_name": "golden retriever"
+  },
+  "german_shepherd_1": {
+    "class_idx": 235,
+    "class_name": "german shepherd"
+  },
+  "beagle_1": {
+    "class_idx": 162,
+    "class_name": "beagle"
+  },
+  "corgi_1": {
+    "class_idx": 263,
+    "class_name": "pembroke corgi"
+  },
+  "robin_1": {
+    "class_idx": 15,
+    "class_name": "robin"
+  },
+  "pizza_1": {
+    "class_idx": 963,
+    "class_name": "pizza"
+  },
+  "pizza_2": {
+    "class_idx": 963,
+    "class_name": "pizza"
+  },
+  "strawberry_1": {
+    "class_idx": 949,
+    "class_name": "strawberry"
+  },
+  "banana_1": {
+    "class_idx": 954,
+    "class_name": "banana"
+  },
+  "ice_cream_1": {
+    "class_idx": 928,
+    "class_name": "ice cream"
+  },
+  "elephant_1": {
+    "class_idx": 386,
+    "class_name": "african elephant"
+  },
+  "zebra_1": {
+    "class_idx": 340,
+    "class_name": "zebra"
+  },
+  "tiger_1": {
+    "class_idx": 292,
+    "class_name": "tiger"
+  },
+  "panda_1": {
+    "class_idx": 388,
+    "class_name": "giant panda"
+  },
+  "bear_1": {
+    "class_idx": 294,
+    "class_name": "brown bear"
+  },
+  "spurious_husky_indoor": {
+    "class_idx": 250,
+    "class_name": "SPURIOUS: siberian husky"
+  },
+  "spurious_horse_beach": {
+    "class_idx": 340,
+    "class_name": "SPURIOUS: sorrel horse"
+  },
+  "spurious_cow_field": {
+    "class_idx": 345,
+    "class_name": "SPURIOUS: ox"
+  },
+  "spurious_robin_ground": {
+    "class_idx": 15,
+    "class_name": "SPURIOUS: robin"
+  }
+}
diff --git a/imagenet_samples/panda_1.jpg b/imagenet_samples/panda_1.jpg
diff --git a/imagenet_samples/persian_cat_1.jpg b/imagenet_samples/persian_cat_1.jpg
diff --git a/imagenet_samples/pizza_1.jpg b/imagenet_samples/pizza_1.jpg
diff --git a/imagenet_samples/pizza_2.jpg b/imagenet_samples/pizza_2.jpg
diff --git a/imagenet_samples/robin_1.jpg b/imagenet_samples/robin_1.jpg
diff --git a/imagenet_samples/siamese_cat_1.jpg b/imagenet_samples/siamese_cat_1.jpg
diff --git a/imagenet_samples/spurious_cow_field.jpg b/imagenet_samples/spurious_cow_field.jpg
diff --git a/imagenet_samples/spurious_horse_beach.jpg b/imagenet_samples/spurious_horse_beach.jpg
diff --git a/imagenet_samples/spurious_husky_indoor.jpg b/imagenet_samples/spurious_husky_indoor.jpg
diff --git a/imagenet_samples/spurious_robin_ground.jpg b/imagenet_samples/spurious_robin_ground.jpg
diff --git a/imagenet_samples/strawberry_1.jpg b/imagenet_samples/strawberry_1.jpg
diff --git a/imagenet_samples/tabby_cat_1.jpg b/imagenet_samples/tabby_cat_1.jpg
diff --git a/imagenet_samples/tabby_cat_2.jpg b/imagenet_samples/tabby_cat_2.jpg
diff --git a/imagenet_samples/tiger_1.jpg b/imagenet_samples/tiger_1.jpg
diff --git a/imagenet_samples/zebra_1.jpg b/imagenet_samples/zebra_1.jpg
diff --git a/notebooks.qmd b/notebooks.qmd
@@ -118,6 +118,8 @@ Interactive notebooks provide practical coding examples and visualizations to co
 - [Feature Selection](notebooks/sfs-and-bfs.ipynb) - Forward/backward selection
 - [Sklearn on GPU](notebooks/sklearn-on-gpu.ipynb) - Performance optimization
 - [Zero/Few Shot Learning](notebooks/zeroshot-fewshot.ipynb) - Modern ML paradigms
+- [DinoV3 Classification](notebooks/dinov3-classification.ipynb) - Foundation models for vision
+- [DinoV3 Regression](notebooks/dinov3-regression.ipynb) - Foundation models for vision
 
 ### Special Applications
 

diff --git a/notebooks/dinov3-classification.ipynb b/notebooks/dinov3-classification.ipynb