diff --git a/.gitignore b/.gitignore
index 9b6905ed4..69e4a3a39 100644
--- a/.gitignore
+++ b/.gitignore
@@ -32,6 +32,7 @@ models/*
 /result
 /perplexity
 /embedding
+/finetune
 /benchmark-matmult
 /vdot
 /Pipfile
diff --git a/Makefile b/Makefile
index 9a08d610b..691479889 100644
--- a/Makefile
+++ b/Makefile
@@ -98,7 +98,7 @@ endif
 
 # Architecture specific
 # TODO: probably these flags need to be tweaked on some architectures
-#       feel free to update the Makefile for your architecture and send a pull request or issue
+#       feel free to update the Makefile for your architecture and send a pull request or issue finetune
 ifeq ($(UNAME_M),$(filter $(UNAME_M),x86_64 i686))
 	# Use all CPU extensions that are available:
 	CFLAGS   += -march=native -mtune=native
@@ -289,6 +289,9 @@ save-load-state: examples/save-load-state/save-load-state.cpp build-info.h ggml.
 server: examples/server/server.cpp examples/server/httplib.h examples/server/json.hpp build-info.h ggml.o llama.o common.o $(OBJS)
 	$(CXX) $(CXXFLAGS) -Iexamples/server $(filter-out %.h,$(filter-out %.hpp,$^)) -o $@ $(LDFLAGS)
 
+finetune: examples/train-text-from-scratch/train-text-from-scratch.cpp    build-info.h ggml.o llama.o $(OBJS)
+	$(CXX) $(CXXFLAGS) $(filter-out %.h,$^) -o $@ $(LDFLAGS)
+
 build-info.h: $(wildcard .git/index) scripts/build-info.sh
 	@sh scripts/build-info.sh > $@.tmp
 	@if ! cmp -s $@.tmp $@; then \
diff --git a/examples/train-text-from-scratch/README.md b/examples/train-text-from-scratch/README.md
index 5344d1f52..c51d01604 100644
--- a/examples/train-text-from-scratch/README.md
+++ b/examples/train-text-from-scratch/README.md
@@ -7,7 +7,7 @@ Basic usage instructions:
 wget https://github.com/brunoklein99/deep-learning-notes/blob/master/shakespeare.txt
 
 # train
-./bin/train-text-from-scratch \
+../../train-text-from-scratch \
         --vocab-model ../models/ggml-vocab.bin \
         --ctx 64 --embd 256 --head 8 --layer 16 \
         --checkpoint-in  chk-shakespeare-256x16.bin \