# Machine Leaning
---
---
## $$ Y = w \times X + b $$
## $$ \hat{Y} $$
---
<style>
img {
width: 19.1em;
}
</style>
$w=3, b=-1$

---
$w=3, b=-1$

---
## $$ \mathcal{L}( \hat{Y}, Y) = (\hat{Y} - Y) ^ 2 $$
----
$$ \mathcal{L}( \hat{Y}, Y) = (\hat{Y} - (w \times X + b)) ^ 2 $$
----
$$ \frac{d \mathcal{L}} {dw} $$
---
$\mathcal{L}-w$

---
$\mathcal{L}-w$

----
$$ \frac{d \mathcal{L}} {dw} $$
---
$\mathcal{L}-w$

----
$$
w := w
-\alpha
\frac{d \mathcal{L}}{dw}
$$
---
$\mathcal{L}-w$

---
$\mathcal{L}-w$

---
$\mathcal{L}-w$

---
$w=3, b=-1$

----
$w=0.9, b=-1$

----
$$ \frac{d \mathcal{L}} {dw} $$
----
$$ \frac{d \mathcal{L}} {db} $$
----
{"metaMigratedAt":"2023-06-15T17:43:45.085Z","metaMigratedFrom":"YAML","title":"Gradient Descent","breaks":true,"slideOptions":"{\"theme\":\"white\"}","contributors":"[{\"id\":\"63f0fb11-c91a-47c9-a568-deca244dd431\",\"add\":1364,\"del\":199}]"}