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Home/ Paras Padhalni/Answers
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  1. Asked: August 5, 2024In: Education

    What is the objective of random forest?

    Paras Padhalni
    Paras Padhalni Knowledge Contributor
    Added an answer on August 5, 2024 at 1:42 am

    Random forests are a way of averaging multiple deep decision trees, trained on different parts of the same training set, with the goal of reducing the variance. This comes at the expense of a small increase in the bias and some loss of interpretability, but generally greatly boosts the performance iRead more

    Random forests are a way of averaging multiple deep decision trees, trained on different parts of the same training set, with the goal of reducing the variance. This comes at the expense of a small increase in the bias and some loss of interpretability, but generally greatly boosts the performance in the final model.

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  2. Asked: August 5, 2024In: Education

    Is random forest affected by outliers?

    Paras Padhalni
    Paras Padhalni Knowledge Contributor
    Added an answer on August 5, 2024 at 1:41 am

    Random forest can handle outliers effectively by implementing outlier detection and handling methods.

    Random forest can handle outliers effectively by implementing outlier detection and handling methods.

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  3. Asked: August 5, 2024In: Education

    What are the applications of random forest algorithm?

    Paras Padhalni
    Paras Padhalni Knowledge Contributor
    Added an answer on August 5, 2024 at 1:39 am

    Fraud detection for bank accounts, credit card.

    Fraud detection for bank accounts, credit card.

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  4. Asked: August 5, 2024In: Education

    What is the difference between a decision tree and a random forest?

    Paras Padhalni
    Paras Padhalni Knowledge Contributor
    Added an answer on August 5, 2024 at 1:38 am

    The random forest has complex data visualization and accurate predictions, but the decision tree has simple visualization and less accurate predictions. The advantages of Random Forest are that it prevents overfitting and is more accurate in predictions.

    The random forest has complex data visualization and accurate predictions, but the decision tree has simple visualization and less accurate predictions. The advantages of Random Forest are that it prevents overfitting and is more accurate in predictions.

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  5. Asked: August 5, 2024In: Education

    Does retina weaken with age?

    Paras Padhalni
    Paras Padhalni Knowledge Contributor
    Added an answer on August 5, 2024 at 1:33 am

    Age-Related Macular Degeneration (AMD) AMD affects the macula, which is the central part of the retina that controls central and color vision. In AMD, degenerative proteins and lipids deposit under the retina, causing the retina to gradually break down. This is known as dry AMD.

    Age-Related Macular Degeneration (AMD)

    AMD affects the macula, which is the central part of the retina that controls central and color vision. In AMD, degenerative proteins and lipids deposit under the retina, causing the retina to gradually break down. This is known as dry AMD.

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  6. Asked: August 5, 2024In: Education

    Does retina heal itself?

    Paras Padhalni
    Paras Padhalni Knowledge Contributor
    Added an answer on August 5, 2024 at 1:28 am

    But when retina cells get damaged, they do not regenerate. They don't heal or grow back. The good news is that an eye doctor can repair a damaged retina in most cases. Although a patient may not experience completely restored vision, a timely retinal repair can prevent any further vision loss and stRead more

    But when retina cells get damaged, they do not regenerate. They don’t heal or grow back. The good news is that an eye doctor can repair a damaged retina in most cases. Although a patient may not experience completely restored vision, a timely retinal repair can prevent any further vision loss and stabilize vision.

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  7. Asked: August 5, 2024In: Education

    How serious is retina?

    Paras Padhalni
    Paras Padhalni Knowledge Contributor
    Added an answer on August 5, 2024 at 1:26 am

    Retinal tears and any injury that damages your retina threatens your eyesight and is a medical emergency. Contact your eye care provider as soon as you have retinal tear symptoms or any type of eye injury.

    Retinal tears and any injury that damages your retina threatens your eyesight and is a medical emergency. Contact your eye care provider as soon as you have retinal tear symptoms or any type of eye injury.

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  8. Asked: August 5, 2024In: Education

    Is +0.75 eyesight bad?

    Paras Padhalni
    Paras Padhalni Knowledge Contributor
    Added an answer on August 5, 2024 at 1:24 am

    Most people have a mild prescription, between 0.5 to 0.75 D. They may not really notice it in their daily lives. People with a measurement of more than . 75 D may need contacts or eyeglasses to correct their vision to see clearly.

    Most people have a mild prescription, between 0.5 to 0.75 D. They may not really notice it in their daily lives. People with a measurement of more than . 75 D may need contacts or eyeglasses to correct their vision to see clearly.

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  9. Asked: August 5, 2024In: Education

    What is the most attractive eye?

    Paras Padhalni
    Paras Padhalni Knowledge Contributor
    Added an answer on August 5, 2024 at 1:23 am

    One thing these survey results have in common is that light-colored eyes — green, gray, blue, and hazel — are named as the most attractive eye colors in the world. In one large survey of more than 66,000 people, green was chosen as the most attractive eye color. Green is also among the rarest eye coRead more

    One thing these survey results have in common is that light-colored eyes — green, gray, blue, and hazel — are named as the most attractive eye colors in the world. In one large survey of more than 66,000 people, green was chosen as the most attractive eye color. Green is also among the rarest eye colors.

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  10. Asked: August 5, 2024In: Education

    Is 5.5 eyesight legally blind?

    Paras Padhalni
    Paras Padhalni Knowledge Contributor
    Added an answer on August 5, 2024 at 1:21 am

    A visual acuity of 5.5 is equivalent to 20/400, which is considered blind in a legal sense. However, it is important to note that visual acuity is not the only factor in determining legal blindness. Someone with a visual acuity of 5.5 may not be considered legally blind if their visual field is withRead more

    A visual acuity of 5.5 is equivalent to 20/400, which is considered blind in a legal sense. However, it is important to note that visual acuity is not the only factor in determining legal blindness. Someone with a visual acuity of 5.5 may not be considered legally blind if their visual field is within the normal range

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