diff --git a/pages/CSE332S/CSE332S_L15.md b/pages/CSE332S/CSE332S_L15.md
new file mode 100644
index 0000000..a26eb1e
--- /dev/null
+++ b/pages/CSE332S/CSE332S_L15.md
@@ -0,0 +1,148 @@
+# CSE332S Lecture 15
+
+## Move semantics introduction and motivation
+
+Review: copy control consists of 5 distinct operations
+
+- A `copy constructor` initializes an object by duplicating the const l-value that was passed to it by reference
+- A `copy-assignment operator` (re)sets an object’s value by duplicating the const l-value passed to it by reference
+- A `destructor` manages the destruction of an object
+- A `move constructor` initializes an object by transferring the implementation from the r-value reference passed to it
+- A `move-assignment operator` (re)sets an object’s value by transferring the implementation from the r-value reference passed to it
+
+Today we'll focus on the last 2 operations and other features (introduced in C++11) like r-value references
+I.e., features that support the new C++11 `move semantics`
+
+### Motivation for move semantics
+
+Copy construction and copy-assignment may be expensive due to time/memory for copying
+It would be more efficient to simply "take" the implementation from the passed object, if that's ok
+It's ok if the passed object won't be used afterward
+
+- E.g., if it was passed by value and so is a temporary object
+- E.g., if a special r-value reference says it's ok to take from (as long as object remains in a state that's safe to destruct)
+
+Note that some objects require move semantics
+
+- I.e., types that don't allow copy construction/assignment
+- E.g., `unique_ptr`, `ifstream`, `thread`, etc.
+
+New for C++11: r-value references and move function
+
+- E.g., `int i; int &&rvri = std::move(i);`
+
+### Synthesized move operations
+
+Compiler will only synthesize a move operation if  
+
+- Class does not declare any copy control operations, and
+- Every non-static data member of the class can be moved
+
+Members of built-in types can be moved
+
+- E.g., by `std::move` etc.
+
+User-defined types that have synthesized/defined version of the specific move operation can be moved
+L-values are always copied, r-values can be moved
+
+- If there is no move constructor, r-values only can be copied
+
+Can ask for a move operation to be synthesized
+
+- I.e., by using `= default`
+- But if cannot move all members, synthesized as `= delete`
+
+## Move constructor and assignment operator examples, more details on inheritance
+
+### R-values, L-values, and Reference to Either
+
+A variable is an l-value (has a location)
+
+- E.g., `int i = 7;`
+
+Can take a regular (l-value) reference to it
+
+- E.g., `int & lvri = i;`
+
+An expression is an r-value
+
+- E.g., `i * 42`
+
+Can only take an r-value reference to it (note syntax)
+
+- E.g., `int && rvriexp = i * 42;`
+
+Can only get r-value reference to l-value via move
+
+- E.g., `int && rvri = std::move(i);`
+- Promises that i won’t be used for anything afterward
+- Also, must be safe to destroy i (could be stack/heap/global)
+
+### Move Constructors
+
+```cpp
+// takes implementation from a
+IntArray::IntArray(IntArray &&a)
+  : size_(a.size_), 
+    values_(a.values_) {
+
+  // make a safe to destroy
+  a.values_ = nullptr;
+  a.size_ = 0;
+}
+```
+
+Note r-value reference
+
+- Says it's safe to take a's implementation from it
+- Promises only subsequent operation will be destruction
+
+Note constructor design
+
+- A lot like shallow copy constructor's implementation
+- Except, zeroes out state of `a`
+- No sharing, current object owns the implementation
+- Object `a` is now safe to destroy (but is not safe to do anything else with afterward)
+
+### Move Assignment Operator
+
+No allocation, so no exceptions to worry about
+
+- Simply free existing implementation (delete `values_`)
+- Then copy over size and pointer values from `a`
+- Then zero out size and pointer in `a`
+
+This leaves assignment complete, `a` safe to destroy
+
+- Implementation is transferred from `a` to current object
+
+```cpp
+Array & Array::operator=(Array &&a) { // Note r-value reference
+  if (&a != this) { // still test for self-assignment
+    delete [] values_;   // safe to free first (if not self-assigning)
+	    size_ = a. size_;    // take a’s size value
+	    values_ = a.values_; // take a’s pointer value
+       a.size_ = 0;         // zero out a’s size
+       a.values_ = nullptr; // zero out a’s pointer (now safe to destroy)
+	  }
+	  return *this; 
+	}
+```
+
+### Move Semantics and Inheritance
+
+Base classes should declare/define move operations
+
+- If it makes sense to do so at all
+- Derived classes then can focus on moving their members
+- E.g., calling `Base::operator=` from `Derived::operator=`
+
+Containers further complicate these issues
+
+- Containers hold their elements by value
+- Risks slicing, other inheritance and copy control problems
+
+So, put (smart) pointers, not objects, into containers
+
+- Access is polymorphic if destructors, other methods virtual
+- Smart pointers may help reduce need for copy control operations, or at least simplify cases where needed
diff --git a/pages/CSE332S/_meta.js b/pages/CSE332S/_meta.js
index a96aa9b..e08af47 100644
--- a/pages/CSE332S/_meta.js
+++ b/pages/CSE332S/_meta.js
@@ -17,4 +17,5 @@ export default {
     CSE332S_L12: "Object-Oriented Programming Lab (Lecture 12)",
     CSE332S_L13: "Object-Oriented Programming Lab (Lecture 13)",
     CSE332S_L14: "Object-Oriented Programming Lab (Lecture 14)",
+    CSE332S_L15: "Object-Oriented Programming Lab (Lecture 15)",
 }
diff --git a/pages/CSE559A/CSE559A_L14.md b/pages/CSE559A/CSE559A_L14.md
index 938cbc6..f3ac76a 100644
--- a/pages/CSE559A/CSE559A_L14.md
+++ b/pages/CSE559A/CSE559A_L14.md
@@ -1,7 +1,5 @@
 # CSE559A Lecture 14
 
-## Neural Network Training
-
 ## Object Detection
 
 AP (Average Precision)
diff --git a/public/CSE559A/Anchor-boxes.png b/public/CSE559A/Anchor-boxes.png
new file mode 100644
index 0000000..3242832
Binary files /dev/null and b/public/CSE559A/Anchor-boxes.png differ
diff --git a/public/CSE559A/DETR.png b/public/CSE559A/DETR.png
new file mode 100644
index 0000000..36eaccf
Binary files /dev/null and b/public/CSE559A/DETR.png differ
diff --git a/public/CSE559A/Fast-R-CNN.png b/public/CSE559A/Fast-R-CNN.png
new file mode 100644
index 0000000..6dccd1f
Binary files /dev/null and b/public/CSE559A/Fast-R-CNN.png differ
diff --git a/public/CSE559A/R-CNN.png b/public/CSE559A/R-CNN.png
new file mode 100644
index 0000000..47ca475
Binary files /dev/null and b/public/CSE559A/R-CNN.png differ
diff --git a/public/CSE559A/RetinaNet.png b/public/CSE559A/RetinaNet.png
new file mode 100644
index 0000000..7ae883b
Binary files /dev/null and b/public/CSE559A/RetinaNet.png differ
diff --git a/public/CSE559A/RoI-pooling.png b/public/CSE559A/RoI-pooling.png
new file mode 100644
index 0000000..9d10889
Binary files /dev/null and b/public/CSE559A/RoI-pooling.png differ
diff --git a/public/CSE559A/SSD.png b/public/CSE559A/SSD.png
new file mode 100644
index 0000000..ae345ae
Binary files /dev/null and b/public/CSE559A/SSD.png differ
diff --git a/public/CSE559A/YOLO.png b/public/CSE559A/YOLO.png
new file mode 100644
index 0000000..6684078
Binary files /dev/null and b/public/CSE559A/YOLO.png differ