File size: 1,721 Bytes
6b96cd5
5c59559
 
6b96cd5
5c59559
 
6b96cd5
5c59559
1afd416
 
 
6b96cd5
 
 
bcdc72a
 
 
 
 
 
 
 
 
 
 
 
 
 
 
dfb7514
bcdc72a
 
 
 
 
 
1afd416
8d2ebbc
 
 
 
 
 
 
4efbbe6
 
 
25f91dd
 
 
 
dfb7514
1afd416
 
 
bcdc72a
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
---
datasets:
- prabinpanta0/celsius-to-fahrenheit
language: en
library_name: tf-keras
license: mit
metrics: mean_squared_error
pipeline_tag: tabular-regression
tags:
- temperature-conversion
- celsius-to-fahrenheit
- tensorflow
- neural-network
---
# My Temperature Conversion Model

This model is a simple neural network that converts temperatures from Celsius to Fahrenheit.

## Model Description

This model was created as a practice exercise for the course "Intro to TensorFlow for Deep Learning" from Udacity, given by TensorFlow. It was trained on a dataset of temperature values in Celsius and their corresponding values in Fahrenheit. The model uses a small neural network built with TensorFlow.

## Usage

To use this model, you can load it with TensorFlow and make predictions as shown below:

```python
import tensorflow as tf

model = tf.keras.models.load_model('celsius-to-fahrenheit')
prediction = model.predict([100.0])
print(f"Prediction for 100°C in Fahrenheit: {prediction[0][0]}")
```
## Training
The model was trained using the following parameters:


- Optimizer: Adam
- Loss function: Mean Squared Error
- Epochs: 1000
- Batch size: 10

## Metrics
The model was evaluated based on the Mean Squared Error loss during training.

![image/png](https://cdn-uploads.huggingface.co/production/uploads/662ccaab9d047b3700b1d4cd/Pc4sHWyXfsoUbjdSAY_zA.png)

## Model Output


![image/png](https://cdn-uploads.huggingface.co/production/uploads/662ccaab9d047b3700b1d4cd/AbEhf1yTPAbqq59fxmGLG.png)

## Datasets
The model was trained on the [prabinpanta0/celsius-to-fahrenheit](https://huggingface.co/datasets/prabinpanta0/celsius-to-fahrenheit) dataset.

## License
This model is released under the MIT license.