rawkintrevo commented on code in PR #511:
URL: https://github.com/apache/mahout/pull/511#discussion_r1986523819


##########
website/quantum-computing-primer/01_introduction/index.md:
##########
@@ -1,5 +1,9 @@
+
+
+
 ---
 layout: page
+---

Review Comment:
   remove this line



##########
website/quantum-computing-primer/01_introduction/index.md:
##########
@@ -1,5 +1,9 @@
+
+
+

Review Comment:
   remove these lines



##########
website/quantum-computing-primer/01_introduction/index.md:
##########
@@ -55,11 +59,13 @@ Quantum computing is not just a theoretical concept; it has 
practical implicatio
 
 ## 1.4 Getting Started with Quantum Computing Using `qumat`
 
-To begin your journey into quantum computing, you'll use the `qumat` library, 
which provides a simple and unified interface for working with quantum circuits 
across different backends (e.g., Amazon Braket, Cirq, Qiskit). Here's a quick 
example to get you started:
+> **Note:** The `qumat` library does not appear to exist. This section is 
commented out until a valid implementation is available.

Review Comment:
   inaccurate



##########
website/quantum-computing-primer/01_introduction/index.md:
##########
@@ -55,11 +59,13 @@ Quantum computing is not just a theoretical concept; it has 
practical implicatio
 
 ## 1.4 Getting Started with Quantum Computing Using `qumat`
 
-To begin your journey into quantum computing, you'll use the `qumat` library, 
which provides a simple and unified interface for working with quantum circuits 
across different backends (e.g., Amazon Braket, Cirq, Qiskit). Here's a quick 
example to get you started:
+> **Note:** The `qumat` library does not appear to exist. This section is 
commented out until a valid implementation is available.
+
+<!-- To begin your journey into quantum computing, you'll use the `qumat` 
library, which provides a simple and unified interface for working with quantum 
circuits across different backends (e.g., Amazon Braket, Cirq, Qiskit). Here's 
a quick example to get you started: -->
 
-```python  
+<!--```python  

Review Comment:
   remove this line



##########
website/quantum-computing-primer/01_introduction/index.md:
##########
@@ -70,16 +76,19 @@ qc.apply_hadamard_gate(0)
   
 # Execute the circuit and measure the result  
 result = qc.execute_circuit()  
-print(result)  
-```
+print(result)   
+``` -->
 
 In this example, we:
 
 * Created a quantum circuit with 1 qubit.
 * Applied a Hadamard gate to put the qubit into a superposition state.
 * Measured the qubit to observe the probabilistic outcome.
 
-This is just the beginning! In the next sections, you'll dive deeper into 
quantum gates, circuits, and algorithms using qumat.
+# proposed method, does not yet exist

Review Comment:
   which proposed method? why is this a title?



##########
website/quantum-computing-primer/01_introduction/index.md:
##########
@@ -70,16 +76,19 @@ qc.apply_hadamard_gate(0)
   
 # Execute the circuit and measure the result  
 result = qc.execute_circuit()  
-print(result)  
-```
+print(result)   
+``` -->

Review Comment:
   remove this line



##########
website/quantum-computing-primer/07_quantum_algorithms/index.md:
##########
@@ -3,33 +3,25 @@ layout: page
 title: Quantum Algorithms
 ---
 
-# 7. Quantum Algorithms
+## 7. Quantum Algorithms

Review Comment:
   why are you adding a hash here?



##########
website/quantum-computing-primer/07_quantum_algorithms/index.md:
##########
@@ -3,33 +3,25 @@ layout: page
 title: Quantum Algorithms
 ---
 
-# 7. Quantum Algorithms
+## 7. Quantum Algorithms
 
-Quantum algorithms leverage the unique properties of quantum mechanics, such 
as superposition and entanglement, to solve problems more efficiently than 
classical algorithms. In this section, we will explore two fundamental quantum 
algorithms: the **Deutsch-Jozsa Algorithm** and **Grover's Algorithm**. We will 
also provide implementations using the `qumat` library.
-  
----  
+Quantum algorithms leverage the unique properties of quantum mechanics, such 
as superposition and entanglement, to solve problems more efficiently than 
classical algorithms. In this section, we will explore two fundamental quantum 
algorithms: the Deutsch-Jozsa Algorithm and Grover's Algorithm. We will also 
provide implementations using the `qumat` library.

Review Comment:
   removing the bold degrades the document quality. drop this line.



##########
website/quantum-computing-primer/07_quantum_algorithms/index.md:
##########
@@ -3,33 +3,25 @@ layout: page
 title: Quantum Algorithms
 ---
 
-# 7. Quantum Algorithms
+## 7. Quantum Algorithms
 
-Quantum algorithms leverage the unique properties of quantum mechanics, such 
as superposition and entanglement, to solve problems more efficiently than 
classical algorithms. In this section, we will explore two fundamental quantum 
algorithms: the **Deutsch-Jozsa Algorithm** and **Grover's Algorithm**. We will 
also provide implementations using the `qumat` library.
-  
----  
+Quantum algorithms leverage the unique properties of quantum mechanics, such 
as superposition and entanglement, to solve problems more efficiently than 
classical algorithms. In this section, we will explore two fundamental quantum 
algorithms: the Deutsch-Jozsa Algorithm and Grover's Algorithm. We will also 
provide implementations using the `qumat` library.
 
-## 7.1 Deutsch-Jozsa Algorithm
+### 7.1 Deutsch-Jozsa Algorithm

Review Comment:
   again, why are we making all of the headings less prominent?



##########
website/quantum-computing-primer/07_quantum_algorithms/index.md:
##########
@@ -3,33 +3,25 @@ layout: page
 title: Quantum Algorithms
 ---
 
-# 7. Quantum Algorithms
+## 7. Quantum Algorithms
 
-Quantum algorithms leverage the unique properties of quantum mechanics, such 
as superposition and entanglement, to solve problems more efficiently than 
classical algorithms. In this section, we will explore two fundamental quantum 
algorithms: the **Deutsch-Jozsa Algorithm** and **Grover's Algorithm**. We will 
also provide implementations using the `qumat` library.
-  
----  
+Quantum algorithms leverage the unique properties of quantum mechanics, such 
as superposition and entanglement, to solve problems more efficiently than 
classical algorithms. In this section, we will explore two fundamental quantum 
algorithms: the Deutsch-Jozsa Algorithm and Grover's Algorithm. We will also 
provide implementations using the `qumat` library.
 
-## 7.1 Deutsch-Jozsa Algorithm
+### 7.1 Deutsch-Jozsa Algorithm
 
-The Deutsch-Jozsa algorithm is one of the earliest quantum algorithms that 
-demonstrates the potential of quantum computing. It solves a specific problem 
-exponentially faster than any classical algorithm.
+The Deutsch-Jozsa algorithm is one of the earliest quantum algorithms that 
demonstrates the potential of quantum computing. It solves a specific problem 
exponentially faster than any classical algorithm.
 
-### Problem Statement
-Given a function $ f: \{0,1\}^n \rightarrow \{0,1\} $, determine whether the 
-function is **constant** (returns the same value for all inputs) or 
**balanced** 
-(returns 0 for half of the inputs and 1 for the other half).
+#### Problem Statement
 
-### Quantum Solution

Review Comment:
   undo all of this. 



##########
website/quantum-computing-primer/07_quantum_algorithms/index.md:
##########
@@ -50,34 +42,31 @@ qc.apply_cnot_gate(0, 1)
 qc.apply_hadamard_gate(0)
 
 # Measure the first qubit
-result = qc.execute_circuit()  
-print(result)  
+result = qc.execute_circuit()
+print(result)
 ```
 
-### Explanation
-- If the function is **constant**, the first qubit will always measure as `0`.
-- If the function is **balanced**, the first qubit will measure as `1` with 
high probability.
+#### Explanation
+- If the function is constant, the first qubit will always measure as `0`.

Review Comment:
   removing the bold degrades the document quality. revert this change please.



##########
website/quantum-computing-primer/07_quantum_algorithms/index.md:
##########
@@ -3,33 +3,25 @@ layout: page
 title: Quantum Algorithms
 ---
 
-# 7. Quantum Algorithms
+## 7. Quantum Algorithms
 
-Quantum algorithms leverage the unique properties of quantum mechanics, such 
as superposition and entanglement, to solve problems more efficiently than 
classical algorithms. In this section, we will explore two fundamental quantum 
algorithms: the **Deutsch-Jozsa Algorithm** and **Grover's Algorithm**. We will 
also provide implementations using the `qumat` library.
-  
----  
+Quantum algorithms leverage the unique properties of quantum mechanics, such 
as superposition and entanglement, to solve problems more efficiently than 
classical algorithms. In this section, we will explore two fundamental quantum 
algorithms: the Deutsch-Jozsa Algorithm and Grover's Algorithm. We will also 
provide implementations using the `qumat` library.
 
-## 7.1 Deutsch-Jozsa Algorithm
+### 7.1 Deutsch-Jozsa Algorithm
 
-The Deutsch-Jozsa algorithm is one of the earliest quantum algorithms that 
-demonstrates the potential of quantum computing. It solves a specific problem 
-exponentially faster than any classical algorithm.
+The Deutsch-Jozsa algorithm is one of the earliest quantum algorithms that 
demonstrates the potential of quantum computing. It solves a specific problem 
exponentially faster than any classical algorithm.

Review Comment:
   I'm not sure what has changed here?



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