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6 changes: 3 additions & 3 deletions docs/tutorial.md
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Expand Up @@ -4,7 +4,7 @@ In this tutorial, you will learn how to run a simple handwritten digit recogniti

## Train

First train a DNN model using Pytorch, the training part is shown in `mlgo/examples/mnist/trainning/mnist.ipynb`
First train a DNN model using Pytorch, the training part is shown in `mlgo/examples/mnist/training/mnist.ipynb`
and then save the model at `mlgo/examples/mnist/models/mnist/mnist-small.state_dict`

## Model Format Conversion
Expand All @@ -30,7 +30,7 @@ To build a ML program in MIPS VM, just run `mlgo/examples/mnist_mips/build.sh`

## Construct VM Image

The user who proposes a ML inference request should first construct a initial VM image
The user who proposes a ML inference request should first construct an initial VM image

```shell
mlvm/mlvm --outputGolden --basedir=/tmp/cannon --program="$PROGRAM_PATH" --model="$MODEL_PATH" --data="$DATA_PATH" --mipsVMCompatible
Expand Down Expand Up @@ -67,4 +67,4 @@ done
Finally, the bisection protocol will help to locate the dispute step, the step will be sent to the arbitration contract on the blockchain.
```shell
npx hardhat run scripts/assert.js --network localhost
```
```