# Machine Leaning --- --- ## $$ Y = w \times X + b $$ ## $$ \hat{Y} $$ --- <style> img { width: 19.1em; } </style> $w=3, b=-1$ ![](https://i.imgur.com/CzJPq7e.png) --- $w=3, b=-1$ ![](https://i.imgur.com/LjXSmBc.png) --- ## $$ \mathcal{L}( \hat{Y}, Y) = (\hat{Y} - Y) ^ 2 $$ ---- $$ \mathcal{L}( \hat{Y}, Y) = (\hat{Y} - (w \times X + b)) ^ 2 $$ ---- $$ \frac{d \mathcal{L}} {dw} $$ --- $\mathcal{L}-w$ ![](https://i.imgur.com/s9tAxIp.png) --- $\mathcal{L}-w$ ![](https://i.imgur.com/P7ng5JQ.png) ---- $$ \frac{d \mathcal{L}} {dw} $$ --- $\mathcal{L}-w$ ![](https://i.imgur.com/O8fORj2.png) ---- $$ w := w -\alpha \frac{d \mathcal{L}}{dw} $$ --- $\mathcal{L}-w$ ![](https://i.imgur.com/OXt8Rcj.png) --- $\mathcal{L}-w$ ![](https://i.imgur.com/qyBdoTt.png) --- $\mathcal{L}-w$ ![](https://i.imgur.com/r5qp101.png) --- $w=3, b=-1$ ![](https://i.imgur.com/CzJPq7e.png) ---- $w=0.9, b=-1$ ![](https://i.imgur.com/fTlJiIz.png) ---- $$ \frac{d \mathcal{L}} {dw} $$ ---- $$ \frac{d \mathcal{L}} {db} $$ ----
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