diff --git a/bin/instrument.py b/bin/instrument.py
index 882a94f8..fe835efa 100755
--- a/bin/instrument.py
+++ b/bin/instrument.py
@@ -333,8 +333,8 @@ def readCompileOption():
     assert 0 < bitWidth, "BitWidth must be a integer greater than 0"
     assert math.log2(bitWidth).is_integer(), "BitWidth must be a exponent of power 2"
     assert 0 <= minPercentileOutlierThreshold and minPercentileOutlierThreshold <= 100, "Minimum Percentile Value for Percentile should be greater than or equal to 0"
-    assert 0 <= maxPercentileOutlierThreshold and maxPercentileOutlierThreshold <= 100, "Maximum Percentile Value for Percentile should be greater than or equal to 0 and lesser than or equal to 100"
-    assert minPercentileOutlierThreshold <= maxPercentileOutlierThreshold, "Minimum Percentile Value should be lesser than Maximum Percentile Value"
+    assert 0 <= maxPercentileOutlierThreshold and maxPercentileOutlierThreshold <= 100, "Maximum Percentile Value for Percentile should be greater than or equal to 0 and less than or equal to 100"
+    assert minPercentileOutlierThreshold <= maxPercentileOutlierThreshold, "Minimum Percentile Value should be less than Maximum Percentile Value"
     
     global fakeQuant
     fakeQuant = [targetLayer, minPercentileOutlierThreshold, maxPercentileOutlierThreshold, bitWidth]
diff --git a/docs/input_masterlist_ml.yaml b/docs/input_masterlist_ml.yaml
index ecee7b29..4880d908 100644
--- a/docs/input_masterlist_ml.yaml
+++ b/docs/input_masterlist_ml.yaml
@@ -157,7 +157,7 @@ compileOption:
       bitWidth: 8
       
 
-# Fake Qunatization parameters comes within compileOption. In here, you need to mention the targer layer - conv or matmul (currently only supporting these)
+# Fake Quantization parameters comes within compileOption. In here, you need to mention the targer layer - conv or matmul (currently only supporting these)
 # minPercentileOutlierThreshold and maxPercentileOutlierThreshold are optional parameters. On not mentioning these parameters, they are autoamtically set to 
 # minPercentileOutlierThreshold = 0 and maxPercentileOutlierThreshold = 100
-# bitWidth needs to be mentioned and is the bit width of the Quantized Int numbers which needs to be a exponent of power 2
\ No newline at end of file
+# bitWidth needs to be mentioned and is the bit width of the Quantized Int numbers which needs to be a exponent of power 2
diff --git a/llvm_passes/core/FakeQuantizationPass.cpp b/llvm_passes/core/FakeQuantizationPass.cpp
index ecd76e79..e2041d76 100644
--- a/llvm_passes/core/FakeQuantizationPass.cpp
+++ b/llvm_passes/core/FakeQuantizationPass.cpp
@@ -17,7 +17,6 @@
 #include <unordered_set>
 
 #include "llvm/Support/CommandLine.h"
-// #include "Controller.h"
 
 using namespace llvm;
 using namespace std;
@@ -262,8 +261,8 @@ namespace llfi
         "FakeQuantIntegerBasedAddition", Type::getFloatTy(Context), Type::getFloatTy(Context),
         Type::getFloatTy(Context));
 
-    FunctionCallee FakeQunatDequnatizeAndBiasAdditionFunction = M->getOrInsertFunction(
-        "FakeQunatDequnatizeAndBiasAddition", Type::getFloatTy(Context), Type::getFloatTy(Context),
+    FunctionCallee FakeQunatDequantizeAndBiasAdditionFunction = M->getOrInsertFunction(
+        "FakeQunatDequantizeAndBiasAddition", Type::getFloatTy(Context), Type::getFloatTy(Context),
         Type::getFloatTy(Context));
 
     bool foundLayerDef = false;
@@ -329,7 +328,7 @@ namespace llfi
 
 
             // Replacing the old float to new float obtained from Fake
-            // Qunatization
+            // Quantization
             op->replaceAllUsesWith(newInst);
             deleteInst.insert(op);
           }
@@ -343,7 +342,7 @@ namespace llfi
               Value *op1 = op->getOperand(0);
               Value *op2 = op->getOperand(1);
 
-              Value *newInst = Builder.CreateCall(FakeQunatDequnatizeAndBiasAdditionFunction, {op1, op2});
+              Value *newInst = Builder.CreateCall(FakeQuantDequnatizeAndBiasAdditionFunction, {op1, op2});
               op->replaceAllUsesWith(newInst);
               deleteInst.insert(op);
             }
diff --git a/llvm_passes/core/FakeQuantizationPass.h b/llvm_passes/core/FakeQuantizationPass.h
index a344f4fa..1c9a57b9 100644
--- a/llvm_passes/core/FakeQuantizationPass.h
+++ b/llvm_passes/core/FakeQuantizationPass.h
@@ -40,4 +40,4 @@ std::string getOperandName(llvm::Instruction *I);
 
 } // namespace llfi
 
-#endif // LLFI_H
\ No newline at end of file
+#endif // LLFI_H
diff --git a/runtime_lib/FakeQuantizationLib.cpp b/runtime_lib/FakeQuantizationLib.cpp
index 9a2a2e47..e0ebd6d7 100644
--- a/runtime_lib/FakeQuantizationLib.cpp
+++ b/runtime_lib/FakeQuantizationLib.cpp
@@ -325,12 +325,12 @@ float Quantize(float w1, float x1, int currentLayerIndex, int totalNumberOfLayer
     }
 }
 
-void finished(int currentLayerIndex, int totalNumberOfLayers, int minPercentileThreshold, int maxPercetileThreshold, int bitWidth)
+void finished(int currentLayerIndex, int totalNumberOfLayers, int minPercentileThreshold, int maxPercentileThreshold, int bitWidth)
 {
     bit_width = bitWidth;
     max_number = 2 ^ bit_width;
     printf("In this Layer - %i\n", currentLayerIndex);
-    FindPercentile(minPercentileThreshold, maxPercetileThreshold);
+    FindPercentile(minPercentileThreshold, maxPercentileThreshold);
     printf("Got called in finished!\n");
     printf("Index for w %i and Index for x %i\n", w_index, x_index);
     printf("Actual Min for x %f and Actual Max %f\n", x_values[0], x_values[x_index - 1]);
@@ -402,7 +402,7 @@ float FakeQuantIntegerBasedAddition(float num1, float num2)
     return (float)(intNum1 + intNum2);
 }
 
-float FakeQunatDequnatizeAndBiasAddition(float QunatizeNum, float Basis)
+float FakeQuantDequantizeAndBiasAddition(float QunatizeNum, float Basis)
 {
     int QunatizeIntNum = (int)QunatizeNum;
     float dequnatizedFloat = dequantize(QunatizeIntNum);
diff --git a/runtime_lib/FakeQuantizationLib.h b/runtime_lib/FakeQuantizationLib.h
index 9d62eb76..18045572 100644
--- a/runtime_lib/FakeQuantizationLib.h
+++ b/runtime_lib/FakeQuantizationLib.h
@@ -10,15 +10,15 @@
 extern "C" {
 #endif
 float getWAndX(float w1, float x1, int currentLayerIndex, int totalNumberOfLayers);
-void finished(int currentLayerIndex, int totalNumberOfLayers, int minPercentileThreshold, int maxPercetileThreshold, int bitWidth);
+void finished(int currentLayerIndex, int totalNumberOfLayers, int minPercentileThreshold, int maxPercentileThreshold, int bitWidth);
 float dequantize(int q);
 float Quantize(float w1, float x1, int currentLayerIndex, int totalNumberOfLayers);
 float QuantizeMatMul(float w1, float x1, int currentLayerIndex, int totalNumberOfLayers);
 float FakeQuantIntegerBasedAddition(float num1, float num2);
-float FakeQunatDequnatizeAndBiasAddition(float num1, float num2);
+float FakeQuantDequantizeAndBiasAddition(float num1, float num2);
 void getBias(float a, float b);
 #ifdef __cplusplus
 }
 #endif
 
-#endif // FAKE_QUANTIZATION_H
\ No newline at end of file
+#endif // FAKE_QUANTIZATION_H