diff --git a/data_structures_and_algorithms/challenges/array_reverse/__pycache__/array_search.cpython-38.pyc b/data_structures_and_algorithms/challenges/array_reverse/__pycache__/array_search.cpython-38.pyc
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diff --git a/data_structures_and_algorithms/challenges/merge_sort/merge_sort.py b/data_structures_and_algorithms/challenges/merge_sort/merge_sort.py
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diff --git a/data_structures_and_algorithms/challenges/quick_sort/quick_sort.py b/data_structures_and_algorithms/challenges/quick_sort/quick_sort.py
new file mode 100644
index 0000000..048c531
--- /dev/null
+++ b/data_structures_and_algorithms/challenges/quick_sort/quick_sort.py
@@ -0,0 +1,25 @@
+def quick_sort(arr, left=0, right=None):
+  if right == None:
+    right = len(arr) - 1
+  if len(arr) == 1:
+    return arr
+  if left < right:
+    position = partition(arr, left, right)
+    quick_sort(arr, left, position - 1)
+    quick_sort(arr, position + 1, right)
+    return arr
+
+def partition(arr, left, right):
+  pivot = arr[right]
+  low = left - 1
+  for i in range(left, right):
+    if arr[i] <= pivot:
+      low += 1
+      swap(arr, i, low)
+  swap(arr, right, low + 1)
+  return low + 1
+
+def swap(arr, i, low):
+  temp = arr[i]
+  arr[i] = arr[low]
+  arr[low] = temp
\ No newline at end of file
diff --git a/data_structures_and_algorithms/challenges/quick_sort/quick_sort_whiteboard.png b/data_structures_and_algorithms/challenges/quick_sort/quick_sort_whiteboard.png
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diff --git a/data_structures_and_algorithms/challenges/quick_sort/read.md b/data_structures_and_algorithms/challenges/quick_sort/read.md
new file mode 100644
index 0000000..2a02c57
--- /dev/null
+++ b/data_structures_and_algorithms/challenges/quick_sort/read.md
@@ -0,0 +1,60 @@
+# Challenge Summary
+Make a blog post explaining the quick sort algorithm.
+
+## Challenge Description
+Review the pseudocode below, then trace the algorithm by stepping through the process with the provided sample array. Document your explanation by creating a blog article that shows the step-by-step output after each iteration through some sort of visual.
+
+Once you are done with your article, code a working, tested implementation of Quick Sort based on the pseudocode provided.
+
+## Approach & Efficiency
+The approach I took to this was to split the algorithm into three different functions. One to handle the partition, one to swap the pointers values, and another to hold the logic of when to swap and make partitions, called quick_sort.
+The efficiency of this algortihm is a time complexity of
+O(nlog(n)) at best and O(n^2) at worst. The space complexity is O(nlog(n)) aswell.
+
+## Solution
+
+#### Steps:
+1. We need a list to sort, and we need some logic
+2. We start by making three functions, one to separate the list, another to pick a pivot point, and lastly one to compare the pointers to the pivot.
+3. Whats a pivot you ask? Well its a point we randomly choose in the list that acts as a comparison. Well whats the point of that? Ill tell you, we set up two pointers, a left and a right, and compare their values to the pivot.
+4. Now heres a breakdown, First we cut the list in half, and pick the left chunk. We then choose a pivot, ideally somewhere in the middle of the list. Then we set our left pointer to index 0 of the list, and our right pointer to the last index of the list.
+5. We then start comparing the left pointer to the pivot, if the value at its current index is less the pivot, we increment the left pointers index up one. If the left pointers value at the current index is greater than or equal to the pivot, we pause the left and start incrementing the right pointer backwards through the list. We do this until we find a value that is less than the pointer.
+6. Once we have our pointers aiming at two out of place values, we swap their values at their indices. So the left pointers value becomes the rights value and vice versa.
+7. Once that is done, we repeat the process until the left and right pointer are aiming at the same index.
+8. We then split the list we were working on in half and repeat.
+9. Eventually we will end up with a beautifully sorted list thanks to the quick sort algorithm.
+
+
+
+## PseudoCode
+
+ALGORITHM QuickSort(arr, left, right)
+    if left < right
+        // Partition the array by setting the position of the pivot value
+        DEFINE position <-- Partition(arr, left, right)
+        // Sort the left
+        QuickSort(arr, left, position - 1)
+        // Sort the right
+        QuickSort(arr, position + 1, right)
+
+ALGORITHM Partition(arr, left, right)
+    // set a pivot value as a point of reference
+    DEFINE pivot <-- arr[right]
+    // create a variable to track the largest index of numbers lower than the defined pivot
+    DEFINE low <-- left - 1
+    for i <- left to right do
+        if arr[i] <= pivot
+            low++
+            Swap(arr, i, low)
+
+     // place the value of the pivot location in the middle.
+     // all numbers smaller than the pivot are on the left, larger on the right.
+     Swap(arr, right, low + 1)
+    // return the pivot index point
+     return low + 1
+
+ALGORITHM Swap(arr, i, low)
+    DEFINE temp;
+    temp <-- arr[i]
+    arr[i] <-- arr[low]
+    arr[low] <-- temp
diff --git a/data_structures_and_algorithms/data_structures/linked_list/__pycache__/linked_list.cpython-38.pyc b/data_structures_and_algorithms/data_structures/linked_list/__pycache__/linked_list.cpython-38.pyc
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diff --git a/data_structures_and_algorithms/data_structures/stacks_and_queues/__pycache__/stacks_and_queues.cpython-38.pyc b/data_structures_and_algorithms/data_structures/stacks_and_queues/__pycache__/stacks_and_queues.cpython-38.pyc
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diff --git a/data_structures_and_algorithms/data_structures/stacks_and_queues/read.md b/data_structures_and_algorithms/data_structures/stacks_and_queues/read.md
new file mode 100644
index 0000000..127d480
--- /dev/null
+++ b/data_structures_and_algorithms/data_structures/stacks_and_queues/read.md
@@ -0,0 +1,17 @@
+ # Stacks and Queues
+
+ we created a data structure called **Stack** and **Queue** in Python. We used three classes, _Node_ and _Queue_, and _Stack_.
+ 
+ ### Challenge
+- Write queue and stack classes with their methods
+
+## Approach & Efficiency
+Stack :
+- Define a method called push 
+- Define a method called pop 
+- Define a method called peek 
+
+Queue:
+- Define a method called enqueue
+- Define a method called dequeue
+- Define a method called peek big
diff --git a/data_structures_and_algorithms/data_structures/stacks_and_queues/stacks_and_queues.py b/data_structures_and_algorithms/data_structures/stacks_and_queues/stacks_and_queues.py
new file mode 100644
index 0000000..385dde2
--- /dev/null
+++ b/data_structures_and_algorithms/data_structures/stacks_and_queues/stacks_and_queues.py
@@ -0,0 +1,95 @@
+class Node:
+    def __init__(self, value):
+        self.value = value
+        self.next = None
+
+    def __repr__(self):
+        return f'{self.value}'
+
+
+class Stack:
+
+    def __init__(self):
+        '''initialize stack with top, bottom and length'''
+        self.top = None
+        self.bottom = None
+        self.length = 0
+    
+    def isEmpty(self):
+        return self.top == None
+
+    def push(self, value):
+        '''adds new node to top of stack by pointing it to self.top'''
+        node = Node(value)
+        node.next = self.top
+        self.top = node
+        self.length += 1
+
+    def pop(self):
+        '''Takes item from top of stack and returns it by reassigning the current top
+        to the next item in the stack. Stores the value in a temp variable to be returned'''
+        if self.length <= 0:
+            print('nothing to pop')
+            return
+        
+        temp = self.top
+        self.top = self.top.next
+        popped = temp.value
+        self.length -= 1
+        return popped
+
+    def peek(self):
+        '''prints and returns the top of the stack'''
+        if self.length <= 0:
+            print('nothing to peek')
+            return
+        print(self.top.value)
+        return self.top.value
+
+
+class Queue:
+
+    def __init__(self):
+        '''initializes a queue instance'''
+        self.front = None
+        self.rear = None
+        self.length = 0
+
+    def isEmpty(self):
+        return self.front == None
+
+    def enqueue(self, value):
+        '''appends value to front of queue'''
+
+        self.length += 1
+        new_node = Node(value)
+
+        if self.rear == None:
+            self.front = self.rear = new_node
+
+            return
+
+        self.rear.next = new_node
+        self.rear = new_node
+
+    def dequeue(self):
+        '''removes value from front of queue, if length is zero it returns the queue
+        and prints a message'''
+        self.length -= 1
+
+        if self.isEmpty():
+            self.queue = []
+            print('queue is empty')
+            return self.queue
+
+        temp = self.front
+        self.front = temp.next
+
+        if self.front == None:
+            self.rear = None
+
+        return str(temp.value)
+
+    def peek(self):
+        '''returns the first value in a queue'''
+        return self.front.value
diff --git a/data_structures_and_algorithms/data_structures/stacks_and_queues/test_stacks_and_queues.py b/data_structures_and_algorithms/data_structures/stacks_and_queues/test_stacks_and_queues.py
new file mode 100644
index 0000000..fe403c6
--- /dev/null
+++ b/data_structures_and_algorithms/data_structures/stacks_and_queues/test_stacks_and_queues.py
@@ -0,0 +1,99 @@
+from stacks_and_queues import Node, Stack, Queue
+
+def test_empty_stack():
+  test_stack = Stack()
+  assert isinstance(test_stack, Stack)
+
+def test_push():
+  test_stack = Stack()
+  test_stack.push(1)
+  test_stack.push(2)
+  assert test_stack.top.value == 2
+
+def test_muliple_nodes():
+  test_stack = Stack()
+  test_stack.push(1)
+  test_stack.push(2)
+  test_stack.push(3)
+  assert test_stack.length == 3
+
+def test_pop():
+  test_stack = Stack()
+  test_stack.push(1)
+  test_stack.push(2)
+  test_stack.push(3)
+  popped = test_stack.pop()
+  assert popped == 3
+  assert test_stack.length == 2
+  assert test_stack.top.value == 2
+
+def test_multipop():
+  test_stack = Stack()
+  test_stack.push(1)
+  test_stack.push(2)
+  test_stack.push(3)
+  test_stack.pop()
+  test_stack.pop()
+  test_stack.pop()
+  assert test_stack.length == 0
+  assert test_stack.bottom == None
+
+def test_peek():
+  test_stack = Stack()
+  test_stack.push(1)
+  test_stack.push(2)
+  test_stack.push(3)
+
+  assert test_stack.peek() == 3
+
+def test_enqueue():
+  q = Queue()
+  q.enqueue(1)
+  q.enqueue(2)
+  q.enqueue(3)
+
+  assert q.front.value == 1
+
+def test_enqueue_multiple():
+  q = Queue()
+  q.enqueue(1)
+  q.enqueue(2)
+  q.enqueue(3)
+
+  assert q.length == 3
+
+def test_dequeue():
+  q = Queue()
+  q.enqueue(1)
+  q.enqueue(2)
+  q.enqueue(3)
+  q.dequeue()
+
+  assert q.length == 2
+  assert q.front.value == 2
+
+def test_enqueue_empty_queue():
+  q = Queue()
+  q.enqueue(1)
+  q.enqueue(2)
+  q.enqueue(3)
+  q.dequeue()
+  q.dequeue()
+  q.dequeue()
+
+  assert q.length == 0
+
+def test_instantiate_empty():
+  q = Queue()
+  
+  assert q.length == 0
+  assert q.front == None
+
+
+def test_q_peek():
+  q = Queue()
+  q.enqueue(1)
+  q.enqueue(2)
+  q.enqueue(3) 
+
+  assert q.peek() == 1
\ No newline at end of file
diff --git a/data_structures_and_algorithms/data_structures/tree/__pycache__/tree.cpython-38.pyc b/data_structures_and_algorithms/data_structures/tree/__pycache__/tree.cpython-38.pyc
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diff --git a/data_structures_and_algorithms/data_structures/tree/resd.md b/data_structures_and_algorithms/data_structures/tree/resd.md
new file mode 100644
index 0000000..e216d2e
--- /dev/null
+++ b/data_structures_and_algorithms/data_structures/tree/resd.md
@@ -0,0 +1,76 @@
+Tree Traversals (Inorder, Preorder and Postorder)
+Unlike linear data structures (Array, Linked List, Queues, Stacks, etc) which have only one logical way to traverse them, trees can be traversed in different ways. Following are the generally used ways for traversing trees.
+
+
+
+Depth First Traversals:
+(a) Inorder (Left, Root, Right) : 4 2 5 1 3
+(b) Preorder (Root, Left, Right) : 1 2 4 5 3
+(c) Postorder (Left, Right, Root) : 4 5 2 3 1
+
+Breadth First or Level Order Traversal : 1 2 3 4 5
+Please see this post for Breadth First Traversal.
+
+Inorder Traversal :
+
+Algorithm Inorder(tree)
+   1. Traverse the left subtree, i.e., call Inorder(left-subtree)
+   2. Visit the root.
+   3. Traverse the right subtree, i.e., call Inorder(right-subtree)
+Uses of Inorder
+In case of binary search trees (BST), Inorder traversal gives nodes in non-decreasing order. To get nodes of BST in non-increasing order, a variation of Inorder traversal where Inorder traversal s reversed can be used.
+
+
+Preorder Traversal :
+
+Algorithm Preorder(tree)
+   1. Visit the root.
+   2. Traverse the left subtree, i.e., call Preorder(left-subtree)
+   3. Traverse the right subtree, i.e., call Preorder(right-subtree) 
+Uses of Preorder
+Preorder traversal is used to create a copy of the tree. Preorder traversal is also used to get prefix expression on of an expression tree.
+
+Postorder Traversal :
+
+Algorithm Postorder(tree)
+   1. Traverse the left subtree, i.e., call Postorder(left-subtree)
+   2. Traverse the right subtree, i.e., call Postorder(right-subtree)
+   3. Visit the root.
+Uses of Postorder
+Postorder traversal is used to delete the tree. Please see the question for deletion of tree for details. Postorder traversal is also useful to get the postfix expression of an expression tree.
+
+
+Time Complexity: O(n)
+Complexity function T(n) — for all problem where tree traversal is involved — can be defined as:
+
+T(n) = T(k) + T(n – k – 1) + c
+
+Where k is the number of nodes on one side of root and n-k-1 on the other side.
+
+Let’s do an analysis of boundary conditions
+
+Case 1: Skewed tree (One of the subtrees is empty and other subtree is non-empty )
+
+k is 0 in this case.
+T(n) = T(0) + T(n-1) + c
+T(n) = 2T(0) + T(n-2) + 2c
+T(n) = 3T(0) + T(n-3) + 3c
+T(n) = 4T(0) + T(n-4) + 4c
+
+…………………………………………
+………………………………………….
+T(n) = (n-1)T(0) + T(1) + (n-1)c
+T(n) = nT(0) + (n)c
+
+Value of T(0) will be some constant say d. (traversing a empty tree will take some constants time)
+
+T(n) = n(c+d)
+T(n) = Θ(n) (Theta of n)
+
+Case 2: Both left and right subtrees have equal number of nodes.
+
+T(n) = 2T(|_n/2_|) + c
+
+This recursive function is in the standard form (T(n) = aT(n/b) + (-)(n) ) 
+
+Auxiliary Space : If we don’t consider size of stack for function calls then O(1) otherwise O(n).
\ No newline at end of file
diff --git a/data_structures_and_algorithms/data_structures/tree/tree.py b/data_structures_and_algorithms/data_structures/tree/tree.py
new file mode 100644
index 0000000..47cbe49
--- /dev/null
+++ b/data_structures_and_algorithms/data_structures/tree/tree.py
@@ -0,0 +1,125 @@
+class Node:
+    """Node class definition."""
+
+    def __init__(self, val=None):
+        """Create an instance of Node object."""
+        self.val = val
+        self.children = []
+        self._next = next
+
+    def __repr__(self):
+        """Node class representation."""
+        return '<Node Val: {}>'.format(self.val)
+
+    def __str__(self):
+        """Node class string printout."""
+        return 'Node Val: {}'.format(self.val)
+
+class Queue:
+    def __init__(self, iter=[]):
+        self.front = None
+        self.back = None
+        self._length = 0
+
+        if not isinstance(iter, (list, dict, tuple)):
+            """ check for iterable """
+            raise TypeError('It is not iterable.')
+        for i in iter:
+            self.enqueue(i)
+
+    def enqueue(self, val):
+        """ add a value, increase size by 1"""
+        node = Node(val)
+        if self._length == 0:
+            self.front = self.back = node
+            self._length += 1
+            return node
+        self.back.next = node
+        self.back = node
+        self._length += 1
+        return node
+
+    def dequeue(self):
+        """ remove node from the front of queue """
+        if self._length == 0:
+            raise IndexError('You cannot dequeue() when front is empty')
+
+        temp = self.front
+        self.front = temp.next
+        self._length -= 1
+        return temp
+    
+class KTree:
+    """Ktree class definition."""
+
+    def __init__(self):
+        """Create an instance of KTree object."""
+        self.root = None
+
+    def __repr__(self):
+        """Ktree class representation."""
+        return '<KTree Root Val: {}>'.format(self.root.val)
+
+    def __str__(self):
+        """Ktree class string printout."""
+        return 'KTree Root Val: {}'.format(self.root.val)
+
+    def pre_order(self, operation):
+        """Ktree pre_order traversal."""
+        def _walk(node=None):
+            if node is None:
+                return
+
+            operation(node)
+
+            for child in node.children:
+                _walk(child)
+
+        _walk(self.root)
+
+    def post_order(self, operation):
+        """Ktree post_order traversal."""
+        def _walk(node=None):
+            if node is None:
+                return
+
+            for child in node.children:
+                _walk(child)
+
+            operation(node)
+
+        _walk(self.root)
+
+    def breadth_first_traversal(self, operation):
+        """Ktree breadth_first_traversal."""
+        queue = Queue()
+        queue.enqueue(self.root)
+        while queue._length > 0:
+            current = queue.dequeue()
+            operation(current)
+            for child in current.children:
+                queue.enqueue(child)
+
+    def insert(self, val, parent=None):
+        """Insert a value at first instance of given parent."""
+        if parent is None:
+            if self.root is None:
+                self.root = Node(val)
+                return self.root
+            raise ValueError('parent node is none.')
+
+        node = Node(val)
+
+        def _walk(curr=None):
+            if curr is None:
+                return
+
+            if curr.val == parent:
+                curr.children.append(node)
+                return
+
+            for child in curr.children:
+                _walk(child)
+                if node in child.children:
+                    return
+        _walk(self.root)
\ No newline at end of file
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..ca1d6fe
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,327 @@
+[[package]]
+name = "appdirs"
+version = "1.4.4"
+description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "atomicwrites"
+version = "1.4.0"
+description = "Atomic file writes."
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[[package]]
+name = "attrs"
+version = "20.3.0"
+description = "Classes Without Boilerplate"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.extras]
+dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface", "furo", "sphinx", "pre-commit"]
+docs = ["furo", "sphinx", "zope.interface"]
+tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface"]
+tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six"]
+
+[[package]]
+name = "binarytree"
+version = "5.1.0"
+description = "Python Library for Studying Binary Trees"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "black"
+version = "19.10b0"
+description = "The uncompromising code formatter."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+appdirs = "*"
+attrs = ">=18.1.0"
+click = ">=6.5"
+pathspec = ">=0.6,<1"
+regex = "*"
+toml = ">=0.9.4"
+typed-ast = ">=1.4.0"
+
+[package.extras]
+d = ["aiohttp (>=3.3.2)", "aiohttp-cors"]
+
+[[package]]
+name = "click"
+version = "7.1.2"
+description = "Composable command line interface toolkit"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[[package]]
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+    {file = "typed_ast-1.4.1.tar.gz", hash = "sha256:8c8aaad94455178e3187ab22c8b01a3837f8ee50e09cf31f1ba129eb293ec30b"},
+]
+wcwidth = [
+    {file = "wcwidth-0.2.5-py2.py3-none-any.whl", hash = "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784"},
+    {file = "wcwidth-0.2.5.tar.gz", hash = "sha256:c4d647b99872929fdb7bdcaa4fbe7f01413ed3d98077df798530e5b04f116c83"},
+]
diff --git a/pyproject.toml b/pyproject.toml
index 86421c1..651e9a5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,6 +6,7 @@ authors = ["JB <jb.tellez@gmail.com>"]
 
 [tool.poetry.dependencies]
 python = "^3.8"
+binarytree = "^5.1.0"
 
 [tool.poetry.dev-dependencies]
 pytest = "^5.2"
diff --git a/tests/challenges/test_merge_sort.py b/tests/challenges/test_merge_sort.py
new file mode 100644
index 0000000..e69de29
diff --git a/tests/challenges/test_quick_sort.py b/tests/challenges/test_quick_sort.py
new file mode 100644
index 0000000..dd0741e
--- /dev/null
+++ b/tests/challenges/test_quick_sort.py
@@ -0,0 +1,39 @@
+from data_structures_and_algorithms.quick_sort.quick_sort.quick_sort import quick_sort, partition, swap
+
+import pytest
+
+def test_happy_path():
+    arr = [8,4,23,42,16,15]
+    actual = quick_sort(arr)
+    expected = [4,8,15,16,23,42]
+    assert actual == expected
+
+def test_negative_numbers():
+    arr = [-7,-9,-8,3]
+    actual = quick_sort(arr)
+    expected = [-9,-8,-7,3]
+    assert actual == expected
+
+def test_reverse_sorted():
+    arr = [20,18,12,8,5,-2]
+    actual = quick_sort(arr)
+    expected = [-2,5,8,12,18,20]
+    assert actual == expected
+
+def test_few_uniques():
+    arr = [5,12,7,5,5,7]
+    actual = quick_sort(arr)
+    expected = [5,5,5,7,7,12]
+    assert actual == expected
+
+def test_nearly_sorted():
+    arr = [2,3,5,7,13,11]
+    actual = quick_sort(arr)
+    expected = [2,3,5,7,11,13]
+    assert actual == expected
+
+def test_one_index():
+    arr = [7]
+    actual = quick_sort(arr)
+    expected = [7]
+    assert actual == expected
\ No newline at end of file