diff --git a/train/README.md b/train/README.md
index 942ca802..639572b2 100644
--- a/train/README.md
+++ b/train/README.md
@@ -6,7 +6,7 @@ To run this code, you must download the data from the original sources:
 
 1. _AmPEP: Sequence-based prediction of antimicrobial peptides using
    distribution patterns of amino acid properties and random forest_ by Pratiti
-   Bhadra, Jielu Yan, Jinyan Li, Simon Fong & Shirley W. I. Siu Scientific
+   Bhadra, Jielu Yan, Jinyan Li, Simon Fong & Shirley W. I. Siu Scientific
    Reports volume 8, Article number: 1697 (2018)
    https://www.nature.com/articles/s41598-018-19752-w#Sec9
 2. _iAMP-2L: a two-level multi-label classifier for identifying antimicrobial
@@ -14,7 +14,7 @@ To run this code, you must download the data from the original sources:
    KC. Anal Biochem. 2013, 436(2):168-77. doi: 10.1016/j.ab.2013.01.019.
 3. _A Web Server and Mobile App for Computing Hemolytic Potency of Peptides_
    Kumardeep Chaudhary, Ritesh Kumar, Sandeep Singh, Abhishek Tuknait, Ankur
-   Gautam, Deepika Mathur, Priya Anand, Grish C. Varshney & Gajendra P. S.
+   Gautam, Deepika Mathur, Priya Anand, Grish C. Varshney & Gajendra P. S.
    Raghava Scientific Reports volume 6, Article number: 22843 (2016)
    https://www.nature.com/articles/srep22843
 
@@ -25,8 +25,8 @@ You can adapt the code below:
 mkdir -p data
 cd data/
 
-wget 'https://svwh.dl.sourceforge.net/project/axpep/AmPEP_datasets/M_model_train_AMP_sequence.zip'
-wget 'https://svwh.dl.sourceforge.net/project/axpep/AmPEP_datasets/M_model_train_nonAMP_sequence.zip'
+wget https://github.com/ShirleyWISiu/AmPEP/raw/master/M_model_train_AMP_sequence.zip
+wget https://github.com/ShirleyWISiu/AmPEP/raw/master/M_model_train_nonAMP_sequence.zip
 unzip M_model_train_AMP_sequence.zip
 unzip M_model_train_nonAMP_sequence.zip