Update README.md

README.md

@@ -23,9 +23,9 @@ Deploy in constrained environments (under 1.2MB flash, < 300KB RAM).
 Integrate with OTA update strategies and on-device decision-making.
 
 🚀 How to Use
-Checkout the flowwoing link:
+Checkout the following:
 
-https://github.com/OTAINFO/Downloads/tree/main/predictor_models/ESP-IDF/esp32
+[Link](https://github.com/OTAINFO/Downloads/tree/main/predictor_models/ESP-IDF/esp32)
 Note: Variable(s) name(s) in esp32-process-success-predictor-model.cc may differ on the sample code.
 
 📦 Files Included
@@ -50,7 +50,7 @@ Important: all these variables need to be set between 0 and 1 to get best result
 
 Definition and Convertion of values:
 1. battery_level: adc_cali_raw_to_voltage() give the value in voltage. Depending upon the range, divide the output of this function by maximum voltage. if value is > 1.0 set it to 0.99
-                 (Reference: https://esp32.com/viewtopic.php?t=6729)
+                 ([Reference](https://esp32.com/viewtopic.php?t=6729))
 2. heap_largest_free_block: Assuming 32KB of heap as minimum requirement and maximum of 64K is requied to do an https call for OTA update of 1.2 MB size. Divide the number by 65536.0
                            If the value is > 1.0 give it 1.0 or 0.99.
                            if value from function is < 32KB, set it to 0