diff --git a/.gitignore b/.gitignore
index 69e4a3a39..4b0422cd9 100644
--- a/.gitignore
+++ b/.gitignore
@@ -32,7 +32,7 @@ models/*
 /result
 /perplexity
 /embedding
-/finetune
+/train-text-from-scratch
 /benchmark-matmult
 /vdot
 /Pipfile
diff --git a/Makefile b/Makefile
index acf3dca79..17687f4fb 100644
--- a/Makefile
+++ b/Makefile
@@ -1,5 +1,5 @@
 # Define the default target now so that it is always the first target
-BUILD_TARGETS = main quantize quantize-stats perplexity embedding vdot finetune
+BUILD_TARGETS = main quantize quantize-stats perplexity embedding vdot train-text-from-scratch
 
 ifdef LLAMA_BUILD_SERVER
 	BUILD_TARGETS += server
@@ -289,7 +289,7 @@ 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)
+train-text-from-scratch: 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
diff --git a/examples/train-text-from-scratch/README.md b/examples/train-text-from-scratch/README.md
index 02200e68d..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
-../../finetune \
+../../train-text-from-scratch \
         --vocab-model ../models/ggml-vocab.bin \
         --ctx 64 --embd 256 --head 8 --layer 16 \
         --checkpoint-in  chk-shakespeare-256x16.bin \