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Merge pull request AtsushiSakai#90 from kartikmadhira1/master
Kalman filter basics final part
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Localization/Kalmanfilter_basics.ipynb

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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# KF Basics - Part I\n",
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"\n"
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"# _KF Basics - Part I_\n",
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"----\n"
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"##### What is the need to describe belief in terms of PDF's?\n",
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"This is because robot environments are stochastic. A robot environment may have cows with Tesla by side. That is a robot and it's environment cannot be deterministically modelled(e.g as a function of something like time t.). In the real world sensors are also error prone, and hence there'll be a set of values with a mean and variance that it can take. Hence, we always have to model around some mean and variances associated."
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"This is because robot environments are stochastic. A robot environment may have cows with Tesla by side. That is a robot and it's environment cannot be deterministically modelled(e.g as a function of something like time t). In the real world sensors are also error prone, and hence there'll be a set of values with a mean and variance that it can take. Hence, we always have to model around some mean and variances associated."
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"## Variance, Covariance and Correlation\n",
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"----\n",
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"### Variance\n",
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"Variance is the spread of the data. The mean does'nt tell much **about** the data. Therefore the variance tells us about the **story** about the data meaning the spread of the data.\n",
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"# Gaussians \n",
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"----\n",
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"metadata": {},
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"source": [
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"## Gaussian Properties\n",
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"----\n",
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"**Multiplication**\n",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.6.6"
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"version": "3.6.5"
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"nbformat": 4,

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