{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Uczenie maszynowe – zastosowania\n",
"# 1. Wprowadzenie"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## 1.1. Czym jest uczenie maszynowe?"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Sztuczna inteligencja (*artificial intelligence*)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"* Naśladowanie ludzkich procesów poznawczych za pomocą komputerów"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"* Konstruowanie systemów (maszyn), których działanie podobne jest do przejawów ludzkiej inteligencji"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"* Dziedzina nauki, która zajmuje się naśladowaniem ludzkiej inteligencji przez komputery"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"* Obejmuje m.in. logikę rozmytą, algorytmy ewolucyjne, robotykę i uczenie maszynowe"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Uczenie maszynowe (*machine learning*)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"* Tworzenie systemów, które potrafią doskonalić się przy pomocy zgromadzonego doświadczenia"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Sieci neuronowe (neural networks)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"* Rodzaj struktur matematycznych, które wykonują obliczenia przy pomocy elementów zwanych _sztucznymi neuronami_"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"* Budowa sieci neuronowych i zasady działania sztucznych neuronów były luźno inspirowane działaniem neuronów w mózgu"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Uczenie głębokie (deep learning)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"* Użycie sieci neuronowych do automatycznego wydobywania cech z surowych danych"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Data science"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"* Dziedzina nauki zajmująca się przetwarzaniem danych w celu wydobycia z nich wiedzy"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Uczenie maszynowe – klasyczne definicje"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"\n",
"\n",
"> Uczenie maszynowe to dziedzina nauki,\n",
"> która daje komputerom umiejętność uczenia się\n",
"> bez programowania ich _explicite_.\n",
"\n",
"> — Arthur Samuel, 1959"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"\n",
"\n",
"> Mówimy, że program komputerowy **uczy się**\n",
"> z doświadczenia E w odniesieniu do zadania T i miary skuteczności P,\n",
"> jeżeli jego skuteczność wykonywania zadania T mierzona według P\n",
"> wzrasta z doświadczeniem E.\n",
"\n",
"> — Tom Mitchell, 1998"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"\n",
"\n",
"Źródło: Drew Conway, http://drewconway.com/zia/2013/3/26/the-data-science-venn-diagram"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"Uczenie maszynowe to:\n",
"\n",
"* doskonalenie działania dla pewnych zadań na podstawie doświadczenia"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"* tworzenie systemów, które doskonalą swoje działania na podstawie przeszłych doświadczeń"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"* zestaw metod, które potrafią w sposób automatyczny wykrywać wzorce w danych, a następnie używać wcześniej niezaobserwowanych wzorców do przewidywania przyszłych zjawisk"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"Charakterystyczne cechy uczenia maszynowego:\n",
"\n",
"* „automatyzacja automatyzacji”\n",
"* komputer „sam się programuje”\n",
"* modelowanie danych zastępuje pisanie programu"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"\n",
"\n",
"Źródło: https://recast.ai/blog/machine-learning-algorithms/"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"slideshow": {
"slide_type": "notes"
}
},
"outputs": [],
"source": [
"import IPython"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
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\n",
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"IPython.display.YouTubeVideo('R9OHn5ZF4Uo', width=800, height=600)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## 1.2. Zastosowania uczenia maszynowego"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": true,
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/jpeg": 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\n",
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"IPython.display.YouTubeVideo('ahRcGObyEZo', width=800, height=600)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/jpeg": 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\n",
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"IPython.display.YouTubeVideo('oLTNtvIHJ7M', width=800, height=600)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* rozpoznawanie i rozumienie mowy\n",
"* rozpoznawanie obrazów\n",
"* tłumaczenie maszynowe\n",
"* systemy rekomendacyjne\n",
"* detekcja spamu\n",
"* klasyfikacja dokumentów/obrazów\n",
"* analiza nastrojów\n",
"* rozpoznawanie pisma odręcznego\n",
"* samochody autonomiczne\n",
"* przewidywanie kursów giełdowych\n",
"* automatyczna diagnostyka medyczna\n",
"* analiza genów\n",
"* sztuczna inteligencja w grach"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Co potrafi uczenie maszynowe?"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/jpeg": 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\n",
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"IPython.display.YouTubeVideo('Lu56xVlZ40M', width=800, height=600)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": true,
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/jpeg": 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\n",
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"IPython.display.YouTubeVideo('SWoravHhsUU', width=800, height=600)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"scrolled": true,
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/jpeg": 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IjRSOYyHIVuRBxgWe861OGqflLjT7YLgD7YqTXrQ4VIugTI65+aYJiuf8vY4zRkSOf9XN6kC8VhuL5uI8DgSER3dwfSF+VVhcW4mQEXCIGRW7PKqSAApLCo7olwmC14hYpwLiL3VtcSyemcPS4W7gt4OzZjcZUk22HwAZe+7so1HJU994R0xsgigMRtjC2tzgDy2gxjHhTyz6U2KAhMoCckJaXCgnzOmAZProinAOrW/sU4j0g9M4ibFjxHuJ/aIse0GlwxK9ohfSdtQ5Zx410Pppw634nxFbeVg8DcEuM6CG2vrq2EUqEEg4Fqzqw8VBztU/0j6f8NiPysoQk579tOCc5wd4d84PwqLTrW4Vq2u0yFHKKfIGTj/C5bHHvowik9QPDLy4MdhxBPkuj73FqjH5tzcSoY7WTGPm2thI4TzFzC3zl2oNlP8A/cK7iONdtc9gw56WHFLeUg/pQd/Ou/L1v8KHO7UHxPZT7+Gf+V5D7KVHWpwcqQbuIqckr2MxDeO69jg8vHyq7GHaZyqzNvBxjgn9n3Bvnurd4b6OS5PEHtrdI43Esc0jyTWYDs+UV1R9CjTtvL9UPSqzs+O9Jxd3ltbGSew7M3M8UHadnFcatJlddRXWmcZxkeYq79Gum9gxItznIyextLgAjOxJWADHrqy3HSK0Cajq1LlyTaXJ5bnJ7Dy2qrwXucf6yb60/vXaSXF6tpbvwEMtyt4tqraru5KBbjWqlXByAGwwAO+KX/CeuIJeG8H9EuxcR/29ZIl0lwl22rRd5btiZEkdCc4fUBgAgjauwcP6a2EyJKjGRHUFHFrcMpU8tLCAgj2U6/vPaYx38A5A9EucA+eOw5+uo1Tpmjj3U9dracd4nbcWl7Tis2j0G9mKoLzhuR2cECKqQRyKyBnihUa3D4B7EkyH4cx/9gT/AP7i1/8ANFdPn6S2bFSwdipypazuSVPmpMHdOw3HkK3l6V2pGCZCPI2t0R8DBQHG+hM/oPSW6j4xM013PAqcJ4jcdnEktnr1PZqkSx26XCyHcqilyJMBRIofX8H/AI9bcHk4vw7iU8VlN/alxewtdSJAlza3CxrFLDJIwSQHsSSAcgtggEMB2O56TWb41630nK6rO5bB8xmA4PrFYu+klm+A4ZwNwHs7lgD5jVAcUBy3qrt/SeM9IOLQ96xnhtrW2nH/AC7l4LeNZ3iP+IkbxaO0HdOrAJ0tjz9wC5t4OjnD7qG5L8Tt7ztLaxe49Jikk9MeIBeGSs8av2TmQSwxpJq7wbLZPsTj3WNYQITLMY0Ubl7e5VQB7YcACuXt1v8AAQ5dby1Vj+UsThsY8xFnlQEd06vjace4dxW5+StZuHtYTzHeO1uNckq9q/KOORpAiu22Q5JwCRv1oXsPFr3gtvYzw3Rt+Ix3tzJbyrPFb28GGJlkjLRo0h7qKTlmGMVKJ12cFH/4hARyIKykEHwIMeCD66snRXrX4PNmO2uoiwGpooYZSfWdKQ8vXVUUzMm0Qn4RqqOIdGAcD/2uMjwx8luPHBrtXEbsdnIMHHZv7fmnwJzXPF61eFhij3Cgg/lwz6lPjn5HNMuk3W5wiOOT/iwzhGxGkU5ZmIOlRmPGWO2WYAcyQATXCWFS/wAnwbUvBynpD12xTwdglmssTxBH9KIKsNI/w0+OdYIrzzxS2a3fIyYSxK6eaeS76iAuRzznHOpnpP0ptsr2cPZaUCkBy5YgY1NnkfYc8ueKrT9IWkIVUZi3dVAM5zgAAYJY+6vB+HfhXT9AmsEa1O3u3b+bOmXNLJ/kbX0eV1L47sByLYxrXybGx8xzp10euVUrrUSL4rnBweek/kny5jzFM7zo5dQaRMph1Z7rty8dwpIHLkd6xwqFiyou7E4/ryr6DOdlpueGIjF4nzERqXOzetCB4jzG1NrU084hw+SCMiQqNRGkBg2R4sMHkeXh7KZ2tcmaJSLkvtP7KmoUxUXwyLLIPfU7cpiuUmaGdyKi5zUjdNtUZLViBtJSD0vJTd66IjEJKbSU5kpvLVRBpLTWWnUtNZK2jI0mppLTuWmktbA1lpGlpaRrSIFFFFUBRRRQBRRRQHvJaUWtFpRaA3WtxWi1uKA2BrIrWsiowbg1sDWi0MahUazy4FR0hzS9y1Nnao0aQ0u481E3ENTkq0ykirDRtSOFdZPSuOGWe3lgZmBVo5EfT3WUHDKRzzkZGaoqdMRA/wAhBmXJC63Zxq/JIUAFvA42r0D0z6OW82ppYY3bsjhmQFhpPg3PkfOubcG4fHDIhRADq582/OO/21W6Rg9B9Fi7Qws4w7RozjGCHKgsMeGDnarBClR/BN40Pmq/qqTSrFbGWyJ6VdHobuMxTLkH5rDZ0PMMjeBB38QfEGuY8b6mnBD2s+ogYKTjGoeqRBgHPIFcbneuzYrGmtUQ8ncTjKsVPMEg+0bU96IN8vF/8VP/AOwpXp9wK6imkIEMiM8hUh2RgNZwGUqRkDbIOD6uVNOh/Drhpoi3ZxKJY+935ObA42VVBIBxqb9VeSa3PSuD1nG1OEptSitXrPMVfqkXRDNb+Frd3MKjyj7TtIx7AjgVdc1SOgDj0nimP+sXPtNtCTj7KuJavR1X/cbfen9UmYx7Ro3Y1oxrTVWhauFGxZTRcSYBrVDSN/up9lQHmT8KPpPkpbA/OOtxtsqnug+Iy2/L8jn4Hz5M2/8AX9fu9hrrH4RvC3S8MhzpkUYPrXYj9R9/j4clnrQNtf8AX+361+FL8NvXjkSSNmSRSCrIxDAjyI5j1c/bTAU5tl8T/wCv6s+4hhQHROPdYM02Gk0tJoAJRFUkAfObBHe88+4YxVMvONSyZ30j9/rphcS5OSc+HPP2netChJ2zj4DPq86jXdkSrgWgjZjufHGc1ZoLNY5VaPWAFXdiCdZGTgqqgA8wOePE1Cy2TpGpYYyeXjyp/LxF+z0gnSxUsM7ZXZTjzHLPhmstmiZ4rfyzNqdmZ+WSSdQHLO+2Btny+NPuB36xAHmVydOkYBbA2bmc/Dat+ri1W4bRKyjVhIw2VEjsQCNS8iAc5JrobdCooAVZVbc7/OHkVBIBGn5pBAI8edcck6NJHPrqVn7xHNs6t/AY0jPgP11taCpHpJHpOFBCDYbYHrAPLypjZc6nYpZujMOWJ8gB/XwqV4ku1adGIcID570rxSvO3bNkDcvTF6c3Bps1dUZEJKbvTiWmz1pEEJKbyU4kpvJWkZGktNZadS01lraA0lppNTuamktbRBrLSNLS0jWkQKxWaKoCiiigMUVmsUB71Fbik1NKKaoFFrYGtVrYVAZrK1isigNqSmalDTac0A3lakSa3ekqlGjfFIyrTmNa1nWo0VMguPQ7A+epfiv+1cide/7GrtnGoPks+TL9u37a5BfWL9qwCN8/6Jx8a5y4Kdz6Gvqt4j/2/q2qaAqv9AFIt1Vua5BGc48d8eO9WCukOEc29zZTTLj3ElghkmcMViUuwjUu5A+io3Y+qnJakL6FZEZGzpYYOCVOPURuKoPOPSLrAtrrJXMbBnJSQqGAL5Gd+eOY8DkU24V07itgW0QN3QoYxxtLsSSFkIZo85wXUA42q/8ATzq2iklMqorjC5jkUNnTgncjIzjHjzqu9DeoS2lkkluGlCasrBFpjTBydJbBfSNvmlT668txcq7ndqSjfY9B2k+tFflrVWx5BgDv8aWBpC3QKoUDAUBQPIAYA+FQnWFxr0e2dlBaWQrBAg5vNKdCAezJY+QUmvbixuclFd9jzylSsY9U8mtLu48Lm+uXU+aIwhU+wiKrmXqH6L8KFtbwwLyijVCfNgO83/ibJ99SIat9RNTyNrjt8FsjOONRSFy1ahqSL0I1cbNjpTWkjVoXpMSDOTq0ArrKjJAJ8M7ZO+MmsuRaKN1p9AEvreXLqjqrvFncloo2lc7bhRGCMkHUWVRzLL4u6RcMeGRo3GGU4P7CD4g+B/bmvffFo+0E8g+SCxM2lcnuMyRaM5zuHwT477b15m62uCxyEkjcciNj8fL1VyydTGDSfc7Y8DmnXY4VGP6/r+vZU5w/hrkagpxkd78kY+kTgcvMk+2kTZBWx4Z5Z/r41JXV9kBQMKuSBudzjJ+zwArvGUWcZwkiX4PYIBgBCSe82Mk+OBnkKlF4OGk1kDJ5nAHuGBgD1Cqzw2/xVqsOJDFfN6vLOLSXc+n0WCEouUuw645wVZY9GdJ2IIGcEer4is8L6OoIxGe8Mb55nO+duXure3vNRqZsq1jlJKjyyS1Wb2/BIooyQgwqk8snGMnB552qu3fS6e5xG7tpQYTch2x80ysPnsF7gJ8MDfAroixgxn2VyLiVr2UzAcg2R7DuP3V1xyvk5z9xYLM60Knw39x5/bvTSyjOcePL35xS3CXw3qPP2N+41KcLsszgeRLH/wAO325FWToyW+wh0oB5Coni8lT7rgVWuMHevPHk2yIlNItSr0i9d0ZEJabvS8lIPVRkbyU64XbpplmkGtItCiPUV7WaXV2aMy95YwkU0rFSGIjCBkMgdWslPlP/AAcvmLu2z7DBeaf1P8a0gNvSraTuyQi3zylt2mkC+uWGeaUyJy/5TxuoycSnCGG4zYPE+h8cg6Mp1RyRtnRLE/J42wcHYgqysFdHVcy1P9FbdJYzHdyCGzEmI7hjhobltGqOAlWBSRNJnDDs4l7Kdu8scc/REKxw7hckxYRgYQBpJHZY4olJwGllciONScgajlj3VDMQDtJDZJs8lxctt/7uq20I89Mtykk0g/z20O4PMb0v0ovpSxgeP0dIZHAtF+bFIvyblzzmuNirTuSx5LpQJGtelrSIOukHDURY5YXZ4ZjIqmRVSWOSIp2kMqqzKWVZYXEiHS6yocI2pEhavfSjgUsHCOGyuhVLu74jPGxH+GsXD4Y9/DWYpnAPNQpFUQ1shis0UUAVis0UAUVis0B7xU0otN1alVatEsXU0otIqaUQ1CiorIFYFbCgMOKaTCnbGmsxqAbuKbsaXc01kNCj2zmXxH9f16q2u3A8R7Of6tqjO0rWWSgIzrJ4yYLSSZQSImjdwMZMYkUPjO2QCW91ceu+sGydixnm3IOnTOMHxXCjGPfiuqdOuKJDCWlRpYiwWVUTWezIILFPylBxkeVc+uLnon3G7M6t9a6OIjfIwBGp7Pz8Mb1iWwW/cufUn0zS49JCahFF2ekuApJYyEsQM47oRe8xY6cnGa6ik2a4vx7rAsp40suEcPeyhcBZbhkWEbjdoogWd3blrkI2zTPob0hu4I2jY9qYXwyhirgc1YbFGVl8Co8d61CcVtI8/ULLX/TO6ljWoaub8P6ykcgOzx74IaL9sZb4kCuipWp6fyuzPTZMkk1kVNfqVy76TQekNblwsqkJpkzGshZAwEUjYjc4YZXVkb7VPcBu0dDoeJ9LFW7KQSaWGMqzL3dW/wA0ZxXCOtxCLy6yrd+NSh5fMiU6sHGtc5GRkKwGcECnf4LF+kNrfNK6oiSxSO7HCjVGck58Tj3muCglKz26m1R34uACSQAASSTsANySfACqR0af+0Lr00g+iWxeOyB5TSfNlusfRGDGhPPc7cywu7l+Kt2cZaPhyn5WUZV7wj/Ci5FYfpPzPIVf7ZFRVRAFVQFVQMBVAwAAOQAr3ykunhX55L/1T/l/ovfx5knkf/iv1f8AS/ccyvSRekmkrV2rwaz0aTZpK2SSm1KoKltlodQgsQqjLMQAPMn7PfSU0rbxBlZFctlc4c/NDZIBYAZ055am861mKaABkyFjnmAijYD/ALmYnJPgAB4nGsK4qqLJqGvG407KUk4ZdARcgatTHVtzICjw5EivPHWVP86u/dKpkELfWdouOe0YR9Xq3Yp69vbXm7rFYsWr5vWq8kUfS6LbHJnKL647xpJQzchVm4V0WaRs4q+8B6DqMZFd8nWY8SOEennkZzXhHB3PgamZ+Guvga67Y9HUXkBSt9wJcZIFeBdU809lsez0/Sg1fJy3hMTDnU7bzkUcfkSPYUwsrjXyr6PY+b3LdYXeoYqvdKeCtI69mNTnIx6ueSeQA/bSlpIyVF9IOKNrU5O3MAkZBIJB9RxTGt7JIufV90NjbJmcswIUomyDJ2y/Nt9u5yroHH+jXZYcLEqgKoCLhgcblzk6ifP1VzW96e5AW3TSOWtuY9i+frNP7DpHNIR2sjPkY7xyARuMDkM7iq7p2TbYl7x6qnFZMmpriFztVZupMmucEWQjSUi0uFpOUV2RgZvWLS0eRwiDLHOBlVACqWZmZiFRFUMzOxCqqsSQATW0lLcHvhG5LBijpJFIFwH7OVCjFNW2tch1BwCVAOxNaQCewt12e61N5W0DSqPa00lsD7U1qfAmnXDYLVoLqMS3JwsNyP8AhIgQYZDCcD086vk7qRiCRgIWz3cFPjHRaeOMTopntWzpuoVZottysuBqt5RneKYKw3xqXDFn0OGbqFMFllYwOBz7K4RoJiDyBWKR2DHAGMnABNaRk34XwK1l1O148cMWgzNJbMjgO2lUi7J7hWmkw2lSNgkjkFYnwz45YyTsnZPatGq9nBDFconZJkkRpFdmG4kdmJdpOzLyuzuxJas9L5Ozb0Rc9navIjbae1uVOie4YbnvMmiNSe5EkY+cZGZHhPQ+4uI+0jCd4sIkZwsk5UkMIlIwcMCgLlAzAohZlKjrCEpOopv4GJ5IwVyaS43dbiXSbh8phWWaKWKeAJFMJY2jaW32jtrgB1Ut2R02TtuMeg82dyafKPAAknkAMknwAA3JPLAqzdDukjWsiHXJ6MxIuIVJaOSGRSkhMBzFJIqMZE7RWHaJGSNqkXKWzyPdW6LLBM0EE1oBAZJkBBuVt2/4V4YUaO4Roo4dUj2veKvIVI0UvjbyKRA8rutuzoiF2aOJi2ZhEpJVQ0gOWQDXgN41GVOXHAsqXt3W4jRdTqqlLiJFA1NLbElgi+MsLTRL+U45VBA1shmg1is0AUUUUAVis0CgPdK0qppuGpRWrZkcqaUDU2DVtqqFsc9pWe1prqo1UKLPJSTNWpNaM1ZASNTSU0rI9NJnoDBamk9xv7KVLUxvG3qN0aGFxfEPq2O2Cp5EeIPqqpdNejMYCzR4XUMsq7qreIGdwM+f7qk+k192IDkZXtI0bHMCR1TV/wCEsD7M1F8f4id4grOGHJVJIzz5D3+0Cuso68f7Hz5KeLNa3T5K3wmcIwZvyf10w4j0m03ZYHAkhw3+ZG2PwOKX4d0Pu5j3ysK55tuxHnoX9TEVXuLdE7hJnZIzcRqSgZWVWwNzlGO3LwJr5yifTZYLW91nV516Xspsoh81U/ECvM/AejvEJvmW3YoCA0kh1aQfJV2J8skCvQvA3+SRQSTGBGSeeUAU59uM++rD2WGkxLpnw1J4HV0RyqsyhwCuoKSAfEZI+cNxzFce6qOrZbuxtpJriZYm7QvbxkKr6Zn7MlhycAfOwSMnBXOa7hdwa0ZDkBlKkjmAwIOPjTHob0djs4Et4tXZpnGrn3jk/ac1rVK6S+f3uSiW4RZJDGkUShI41Cog5Ko5Dfc+0708JpJDSq10UBqMqtD1uaSZq2oGWzKLT6EFAsulSNRChuTMoznTzZUJUnwzgHOSKbWeksA7aV3LNzOAMkKPFjjAHmRWqtnfJwMhQxzpXJOPLmSdgBkmtUZMuxJLMcsSSSeZJ3JPrJrTVRI1aMaMEf0hZXiVNPeDyMzYG6lYwq557FXOOXe9ZrkPSzgO+cV2LjV4dMSsukIrkE/lh5GOobcttPj833CjcevEJxkV8jrIOWT4H0umnphXkr/RjgoC8qk5001McIQFdqQv7XJr4OSOrJTPqxemFoY2cviah+kvFPAVYHtcCqb0it9zX3unhGEaR8bNkcpblK43bmQ1rwazKHepu1tyTU4vCsjlWMsp6qXB16WUIyTkNrUKwqIljUxFmVT2s0jjI/w4AI1x5Zdm+FSXFo+yR28lJ9+NviarnSMMjiEHHYwxxt62wGk/+pI3wr19PFqLbJ12SEp+xwFlwctDLMvzY2QY89XP4Ar8afcFm2x8PaKheGEsxGTpxkgEgHyyORx+ypCy7jYrqeEnbmfIqO8aXujSVutYSKxXTtTSapGQbVHzVsyM5abPTmWmz1UCY6GdMbvh8jSWkpjZ0KOuA0bg8i0bZRmQ7qxGVOfBmBS4TDDFbMzs8clz2kETBFlC24CrO5UsjIJMm27VTJqT0tdGRkwsgPgCT4AcyfAD10/6aMBO0Q+ZbAWqcsEQZV3GPrZu1n9srVpEH/SLgTzxQ3MLJcMQLa47Jm1dvChEJEcwjndp7VA2FjJZ7e6bkQaY8N6YXFkqwtCgliOqBp1lSWHU5k/5epBIBIzSrrU4Zjq1phBJ9UhilnksLllS34jEYGkYqFhuI8y2dwSxG8cymPTkalndd9WKhbIXccsttHc4jt2kWVxKz2CpG5jaYhgY3hZsaPky0hZFRGd1U9seSUHcG0+NjnlwwyrTNJrmmr3RXeC8LEhOpjHBEoeeXGezjyFAUHZ5pGxHHFnvuRkqod1edOb0XEdrcKvZqsbWPZamcRCzKvCodt2BtbmBc4XVJHO2BqIp9xzpWrL2CW9s9urBgHt1geWUAqbmQWTwaZGUlVjViI07uXYySSN+G8Via1u42s7b5P0e7UCS/wBJKzLZtkm+ZwxF6CNJAIQ6gcLgjbKWspVlZWZWVgyspKsrKchlYYKsDuGBBFS3GvloFuyoSTtjBMVUKk7mPtVmVQAokABWYJhctA+A0rE6njEanIsbPI5ajfOPesl80bexlIPiKYcV4rLNp7RgQgKxoqJFFGCcsI4YlSKPU3ebQo1Hc5O9aIMjRRRQBRRRQBWKBWRQHuBWpVWporUqrVsyOQ1Z10gGrOqhRcNWQ1N9dba6jYFi1JSPSbyU3mlrDkjSVm0slNZXrSSWkmesazagb66SeLIPqrGaytc5SbNaCrdYNpm1uMDLLGXUeuPvj7VFS/DwDGGHJlDD2EZqQuLUMpU8mUqfYRg/rqE6vzm0jU7tFqhbPPVCxiPx0599dNLlh+D/AHX/AMI2lP5Gw2zTPh1kxtn0/ObWWI3IUAljjmcgYwN96eXC8647e9KrmAvEGBVXYAMMkDJ5MCG+Jrksdlcz0xwS/UwuZCI9UCMxfud6MAE97Gx3Psph0dv45DIIyDggkjAznbPr+bzPlXlzjHSuaRdDFdLYDYByVByRuT4Cuq/g5cRBe4DNu+grqO5xnYZ54HgPAVqOGnZzlOztqJSoFJK9Beu2kxYsWrZWptrrfXVAsz1i3QswVQSzHCgcyTTdpKVkJQKVk78iNqVcHRG+wBbOzONWVGCFIye8QAFjcalRAgAXJZtiXcnnnGyhQAFG3M75rdmxSEAwKJpKFAvWGbakQ1Er7GgKz1j38iaQ+AVijCgfQZe0Qnc7kPk+2uHca483ac6631whkeRXYM6HsyRsPk1CADYcgoXl4V5641Ll/fXhyxuVnqxcHdOgnFg6DerfoBrz10T4+YiN66lwHpWrYya/PdVgcJ2j7ODJqjRa7q2qt8Z4XnwqyWnEFbxp08AauePqpQLk6eMjmMFppbcVNpOuKsN3wUGq1xu2EdfRx9Up7dzwZemcSldYfEtKjGM6gfP5p1bjxGQKpr8bMxZnUdo7FmcHGonUT3eQ3bO3kKc9YV7lgo8Aft/2H21X7AbH3Cvs417KPnS5LLwJsZPnT6Vtwaj7E4FPlOayCVU6l9lbWq034e/hT6IVAzExqPnp5O9MZjVsiG0tNnpxJTeSqgK8GuljmhkfdI5onYDclUdWYY8dgdqadILcxSyRyHvK5BJPz8nKyA+KSKRIrDZlZSMgisSU7t+kV1GoSO5nRF+aqSuoQZzhMN3ASSSFxnxqoCI4CQokuT6PERldS5nlXGR2FuSrOG5CVzHDzzJnClrxG5aWNkhTs7eD5QwhtUjYDBrmdsKZ3QZDOFVIUY6EjQymml1IWYsxLMxyzMSzMTzLMdyT5mm0VwyMroxV0IZWU4ZSORBHI10RBhLUl0TH/vg8Dw+5z/4OzkT/AOqkfvxS8iwTgd5LSbkwKuLSXJGGTskdrV9949Bg5lWt1AjpK7SO2imQTRzT3CpCewYvHDAJY53LS6QjyyPDEgSIuqp22sgsq1pEKtLSNLS0jWyAKKKKAxWaKKAKKKKA9po1KB6aq9ZElXUKHYkrPaU010aqw5Fod9pR2lNlNbCsORpI3eSm8rVu1aaajVmlSEKGWnCx1hkosZXMRVaVijrdY6cIK6LGYczVI6rHAF7O6u4DyZkuU8sSrocD2SIWP+erbqqm9N5OymguRyXMUv8A8OUgZP8Alk7NvUNVevBFO4eV+vK/r5nKbfPgx0ovBEjvjOgE4HjiuB9IrsO7tjGtiwHP3V2fpQ2pJAfFWHxBrhPGXIAGTglSR4ZG2ftrz0asYzePsNTfAOIPE0EiMVIuIskH8kq2R78VByNz9hp9cT5i1BVXSbfZc4JXu6tye82cnwyaIjPZxesF6ZQ3GVB8wD8Rmhpq3Rlseh6O0pkJaXs4TJq3CqiF3ds6VUbDONyWYqigblmFRlHdtOqEO6FxhuzBHceQYHePii51ELuSFBwGJpOzWmhvHk06sYRFRFAwFUeQ8ySWJ8WYnxp9AagHOqm8z1iecCq1x3pEkfMj2eJ91ZujROyXIHjUJd9IU7SOLV3pJEjGPDW4XJ8ABnO9ULjPSiSTZe4PP8r4+Huph0djie4hW4bTC0i9s+cYjzl98HBI2B8yK5PIa0j3pvxIyvMoOrEsgDk5LgMwDE/Sbn765NxOzYMcgir1Adh4bDaiWMNswB8vP3VzvybRzsgipbhd8y+NTF/0fHNN/V4/71ETWhX1V582FTR6cOfQ9y18F6TMp3NXvgfSsNjJriiPUlYzsu4r5GXo/B9OGeLR3LiHSFVXOa5l0r6R6ycGoa+4i7DGTVcvGbc+W5rv0PSaH7XJ5OrzWtuCI47canPt/wBqW4YmSo9/9e4VGTNlqsXRm1LuceH/AKfsr7j4Pl2TSWO2a2jXFWeHhLadxUDfJg4rm4tBTT4M2rVIO1R0Qp9GciubNib03lpw9IS0QLUOriYwG5Fzw/sBIITL6YuhZSusRk6dn0nVp8qgeO9ErmGS2iKB3vIYZ7YQntO1juCRFpwN2YjGnmNvMVara8T+780WtO0PGEcR6l7Qp6Gq6wmdRTVtqxjO1WDg3SaJeF2d92kfp/CPS7W3hZl1ytcmIW0nZ51NFbRSyMGG2YjzNdEkZs5FBwOZ0nkC7WzRJIpz2naTSGKONUxqaQsr9wDOEbyxU5P1X3vfRTayXMas8ljFdQyXqKgBfMCt3mRSC0aMzjlpztV+6xeNWdtd2lxbvHLBd8Ut+NzrGQ0kUcaW5WGRRylE0vEZNBwRqQYzmtOFWa2vHm4s9zanhwu7y8W6S7tnZ0uI7h1hjt1lN00+qXsDF2WchvDnqiHI+gvQ+54lK8FoqySpBJc6S2nVHGUU6DgguWkQKu2c8xTboJ0MueJSSRWiBmihe4cuSirGmkHLYPfJYBU5nfwBItXQXpO1qvE76ArFcBrMwRlgCQ/Eo7qSIAYLR6LYI+kY0tvzrp/AOlfDoON2LWUqpbcTmfiN+zsqLD29hcxQ2Uj6woEVxLc3DxvgK88IA+TWtxIef7DoPczQWVwgj7LiF6thbFnwTcu2lQ4CkpHk/P39lRydDbtr4cNMXZXhlMJilOjTIFLDU240Mo1q65VlKspIYE9e6M3MMPD+jsBniLWvSlGk+UTKwxz6e3cau7EQNXaHu4IOaedUXT2zv7mzXiziK/4e5NhxNmA9JhUP/wADfuxwzAMxiuHOS3M62YXOkDgfFejc8Vla37hRb3jTpAQ2ZCbZtMutMd3fluc+qrPD1N3xuVs2lsY7mSO3kiiluwjTLchmjEQ0ZdhpIYDlleeamzYHiPR7hVraPA1zY3F/6TBLc21tIiXLiSKUC5ljDRYOC6kgHIPI4snG+lVrN0s4XLFPG0FqeH28lwHXsC8EbCVklJ0tErNo7TOklSRkYJ0Q55b9Ul29zNapccPeW3guLm5K3imO3itXSOft30fJsjODpI5K52xvUOkXCfR5OzM1tP3Q3aWswni3J7usADWMZK+AK+ddr6oeIxjjPSM6rZ+3seORwLPLGlvcyS3cfZRa2ljRlm5bSLlSTqAGRyPrBspY7jEtvaWzNGjCGyljlgC5ZQwaK5uAHYq2VMmdgdIBGQK/WKKzQBRRRQHsQPW6mm6Cl0Fc6NCgrcCiNaWVKqiGzCLSoStkWlMVrQZbEClASlSKBW1EWahK0YUs1JmtUQ1ApRRWqitjVoNmkrbVBdIrZZEKMMq4ZG9jAg1LzvUVxF9vfWkmt/Bm7KFbTM0ZRz8rCxif1leTex1Kv/4q5H0gjwD/ANp/Uf8AauudIx2c4cfNlGh/867xn3gsv5tcw6Y2xUygjYksp8CCf2Z5VrOva1LiW/8Af6iHFeCtXPIjz2+O1P5E+Rk2/JRh7pUqPc5I/O/r3mrr0Bn7a4iSfEsegRaHAZdAIwuMYwMZrgjTPQvAbnVBC3nFGfiimnTT1GRzAABQAAAABsAByAA2AFI3d1pBJyfUoyST6h+s4A8SK7NbHBPclWuPKnF68bFBHqIVBrc5GuQ95iFPzVXOgDmdOo88CO4ZxGSJAdAje5t0Ya/+dDFMM6WUHEckseMg5YRuOWs0hLxFIxkkCubOhYIGAptxXj6RjLMBVC4x0xJysX5x5e4fvqr3V2znLsSf1ezyrjPJ4NqJauN9M3kyI9h9JufuHh76q1y5Y6mJJ8SSTmtaDXBu+TtF6eAiOaf8CuIlkJnGpBDcaVxnMrQSrBnHICcxtnwxmoyX1VIcA4mqC4BQsZLd4VJAwjPJETIc+SqyZHi4rCdbP5PyemeNZE5415coq/ZSrhtttb/FU723bdCCKzSYGKzrzWqPLYorb86iOmd0EhLYBIKqDgnGT6t6kjUB02vdMWnxkOPcNz+wUS3DKlFxpc7kH2bfYeVXebjMK2FrJ2S6nurkM4YGR4USIBdAOwRizZ9dQPA+j0PYNNPGGJBdQcjCjlyI+d+rFVy94kFGhYl7NuSnvBT46Sd1B2z4mujinwLrY6BwDiMEqgB1Lb7Zw3Pyzk1UulfF2YlOy0Jq7r5yXCnnsAMHY49lMJb6J+xZY1QxthlCjThts58dx41txFVkGvtAGHKPBG3LC+HLBpppmRjbHfPlvXS+q2FQMn8o59w2rm0KnPtq9cAl7LAB8K1dGJq1R17i1ygj2xyrmN6+p/fTy/4oSMZplwhdT++pklqJjhpRMQ8PylMYdtqu0NsNHuqp8St8OcDn5edcpQpG4TtjZxTa42FSEkDAZIx7ajrs7H2GsI6HaemvVbwnh8FpNeXXEB6WoIMKW7hDoV2LApr0jVsF1MfKqb119Vp4X2E0cwubS5B7KXTpZTpDhXAJDakOpXXGcNlVwNXZfwhuCx3NtweOW7gs4xE7NNPqIwIrddMaqPlJe9qCEoCFbvDGDzvrz6aw8S/s/hfDA0kMDRwxyOrJ20xVbeEKGAcIqk5ZlGotsAFy3aSRhGnUb1MW/EoO1ubmWB5jcG0iiMYMsdsYo5p21o5ZEnlWIhdJ5b94Y4fxS0eJ5I5F0yRO8ci/RkjYo659TKR7q9Zjo3d2nF+HvAYBw/h0Edj3rqBHkjdCLqV4y+oSGVhIV5s0Cedco/DD6L+i8UeZRiO9jE68sCVcRzqPXkJKT5zfCuOwH/S7qk4RYWdjd3t3xIC9WMgW8ds4jZ4RK2Q0evQoz83U3qNUfr/6qP7KhgvILkXljdrmCUrocExdtGr4OlxJGGkWRQuysCq4BbuPX9wSO64VwKKS7t7JOziZp7ktoAFmo0oqAmSU6tQjJQEK3eGADyT8J7rGs7mxs+FcPLy2nDogPSHVk7R4bZraIIrhXKrG0hZ2UBiy6cgZO6ITfW71McC4Q0C3l/xTNysjRiGG1k2iMYfV8kMf8xfbvXLeAdEuH33GLSwtJ7trO5YI006RJchuzld9Kqpj09xQCVPNvVXpT8NWPhRk4f8A2k/ElcR3XYCwW1YFdVv2na+kkYOez06f+7PhXn/qLFt/eTh3ohuDbek/JG7EQuMeiya+1EBMWe016dB+ZozvmtUQu3Feo/gA4oeCm/4nHfFVMTyxWr2zu8XbKgKRq2rRvhtAJGAxJFcM61ug03C76awmIleMroaNTiaOUBomVTkhmBClMnDhlBbAY+17/q2tp+klzxb0tppuHJBI3DYYcTCQ2hEBMskio4kAZlVQAWABddLA+Neufp+/FOJz8QCtDqaMQIcFoUgAWLV/+ZqUyMNwGZhuAKoOicT6oeDcL7GDj3EbqK9mhSc29jbh47eNyyKrytDMJG1I4JQLy2BGGblnWbwzh0Fzo4Xcy3doYkYSzR9m/aNq1pp7OM90Bdyg3J5jFelk6yOjXSSOFONR+g8QWMRC5y0SA7n5O7XMYi1FnEV4NKM5A1E6m4b+ET1UPwO8WDtTPbzxma2mICuVDaXjkA27SM6csuFYOpAUkqoHNaKKKAKxWaKA9iItLotYC0otb0ksVjWlRSStWS1WhYtqrBekC9YL1SC5asq1Nw1KKaqVhsVLVqa1zWCa0ombN9VaSPWjPSEslaIJ3MlRd82xpe4lqMvrkYNUED0nt9cbDz8fI+B9xqg9Mn1QrnGQ2G9pG9Xri11lcVz3pUuFbybHuYfvH6q1FaouPdbr+V9P2F07KPOMO3qwPsz+2rH1eTYuov8AMf1E/sqsM2WbzLH7MD9lTPAX7FllyNak4jxvjBGSc4HPxxmvIdGeimuwoyxAA5knAqgdLOkEMxk/4h4xEi+jRx513N1IxCMe6VFvbhGdy2CToRcF9S1uaO6vdRdikaKXZdSphAQDpDY1NvsuMn6LYNTHGLqKSTXFAkEaIkMUaAMY4YxhFeTAaWQ7u8rbu7MTjYCTzLsZjia3fcnIuPMq/OaRz855GLMx8WdmOpmPMknJ86iry7eQ5Zif1e4eFNVNbrXnc2zpVG4NSvRjgM10+iCMtj5znZEHmzeHsGSfAVWr2+0MgI2ZsHG2M+Pr9ldK6t+mMlp4xyWrMyspbQyOeZgfTqJ80dTt4p4+vD0OTJjeSNOu170u9Hhz/iGPDkWOdrVsnW1vhX5ZH9LuhVzaEdouUJwsq7xknwyQCp/zDfwzVWSfPLlyO/jU11mdOJr7EQZhbqdhk/Z5/wCY+7aq7bw4UKOWMVM88UoRqNSXLXDX9munx5oZJOUrg90nyn338eB7YxmX5ne3I2yTkHB2AzSt/YyRNpkRo2wGAdSpKnkd/D1+o086mePeg3ZRv+XLs3L5pOQ+T9AnceRNdA65+kdldRqVlZ54ziPTA5XBPfRpdKrpPPOTgj11cscc4qOKDvzdv37JDFPLjm55pquyqq8btnL45sDfetnby8aa6dQrZX33r57Ti67ffJ9m451qjSlu2tknuq0JJJPd+z7vZ5oXXf8AfVO4rH6TddmPmR7MfUPne8nu1ci/lTS2s40LFVA1nLYzuffWk6PM2Z4pCWidFxkrhRyG3Ieyub9KLJolQsjKz5znSyDBIC7AjJG/PlXUY/jmie0V1KOAytzB/r7asZUZas4/0bszM5j1xRAqzFpWKJlQSFzg95sYHIZIpabhMqFsKzqpI7RAzRnHMq+MEeun3G7aOG5MeNMalN+Z0nBJyeZ3PPyxXV+nPFBD2EFkzaHbSNQUZICdmoOSBnVqJ2yTXZsycatpiCCPtFWLg1wWO9SvF+CTO7PLby6vyiijBOTv3RgnPMgb+NaWdgI+7okUnfvjB92cCuUnZpcm0slSnAhg5pqLTxyfetScKiOMNnJYnSAMbDAz8awGWJeJ4GKiLqclshv2Uwa4LVsq1mTbEYpG8rk8yT7aazjY06kHxptKaI0dZ/CB6f2l/a8PitndntlIlDRugBMUa7FgA26nlVN6mOPWtldm8uck28Ez2sYVm7W6ZCkasQMKoDP3mIAbQfDZf/7OJiYz2sfZTaTDJhu9rjimi1JzQyxSSOoyT/w0+caQS14f0CMzQiOcfKiwOZUSLSOISmOPGZiHZMElBu2wXJrpbuzJROIEyM7yYd5GZ5GIGXdyWdj62Ykn212Lri6xrLifB7KN5H/tS17PWDE+mTudjP8AK40ASYS42PNFHPauewdFJXskvEOpZJxbJEqln7ZigQNuAkb6ivaNtr7NNzJlZ6+6qpD2pjlQKktpFFqyySi79ERZO1VQRGJboKxERCFJFYjALWJGTXX51jWV9wzhdrbu7TWgjEwaJ0A02wiOlmAVu/t3c+dcE4ihKMBzKsB7SCKvFx0SULFIbgJDNPbwB5Iyrx9vLxKBnliDsVWKThspIBYlHUjvK6CMm6MlfTRJIVayUK4WMSK10W7M2gYSKe07ZZEV0WRWSCeTZI8nZDuPX9066O8be1eTiF5bm2WZV7Ph80mvtjETnUgxjshjHma5N0Q4nwvh3G+H3Nvdz3NlA3azTSWrwyI5SeMosO7uADG2oD8s/RNNz1buWAE8ZEjxxQSAK8cssiXbAkxzO0NuDZTRmWVRKrhg8Cdm+ljZ9Ws0s89vHLE0kElmhU5VpFuoWnd4VJ75to1LvFnWyK7LkI2Ng6D0g69o4OksnFrIvNZzRQQTxlWiaWFYkVwEkAxJHIodC2ASuMhXY1Xevi86PXN2nELC5nIuLiJ76wFrJGQrNquZYZpNEayOAcxZYGRywZRsKle9W10sSS91jJaJcrGoOrtXvLO1No2SNMyLfW07E4AD6eYJrF71dmO1a4e4UFLGO9aLTFkdrKIo4ctdK2dR3ZkBOPk1mOQNEL9xng3QqXMsd/xW1Vu8bMQPKy7bxxySW8gHteaQZ/Kxiqj+EJ1of2zdRyJE0Frawi3tInIMgTOWklKkjtJMKCqkhQijJOpjvx3qoNpDezT3COLX0uNViMQ1S29ytqhZmlKhWdtZgB7UfNwzd01zrR6Fvwy59GeQSnSX1hdHzZ54DsHdd2gLjDEhXUOEkV40Aq1FFFAFYrNFAeza2FIq1b669FHJMUFYLVprrVnokWzLPWA1JM1YDVaLY4VqUBpuppQPV2IK6q0Z6SeWm8s9LAvLLTG4uaTmnqPuZKiZDW7uqiLybNK3UlRd3cVoEb0hvdCMV0lgNWknB0jmQOZxkVTOI9II2RtSsNu9gZwDtnPv2z44qZ6SwCUbnDAEKRnbPn5jI5VE2XCUBBYBmAAyVAGwxkKNs/8Accn11webTK12N6bRDcL4PJtyXH+J4tuTkHwBznbz51ZeFcLVCAoBYkAFiBuTgbsQqjJ3Ykes0o9SpkWGGWKSBvSpDFpaVdKw25Cza41OG7abuYcjAiJ057XK+ec7brY2kLdIR2RktorjtoQ8bSMgxG88aMpKHdpI42eREc4DA6go1Co6E02jBpYbcq4ST5R6sU416c9k/wA1W1V8b8Nv2ufKTaHSkYo1Ugr0Kaqae6OOTHKEtM1T/vdfVbryhSaEMMMMimFtwYBiSWbfOGORnzx4n1mpBTW8r+VdYZZRunV8nKUFLlXQWFk0ssUKfOldUXPhk7n2KMk+yr50h6rrm3ieb5Noo1LMyOc4HM6WA+GSaqXQPi/YXIn7IS9mCApfRguCpYHS24XIA9fOuj9M+siO5tZo1SeFyqhlcoYmXO4Vkc5JOPnKDzr34FlxQ1empQe9uN7fHsfM6l4M2TQsrjOO1RnTv4Xv9DjN1qdQy7Mu6n1/71m24lOyFWwG06RsCdvEluXgcgE4yNs04tYgBilwgrjh67Jh1KGykenN0OLNpeRanHyJ8LVguGbLbknbx32wBtTmRhufOkHfwFZUE14smR5JN93y/vk+liwRwxTlsqTjFctXXn2dr3a8UmnaVtjTnUBz/wB6RUDFDcjWYxpUXNmeWbm+W2+75d8ttv4tt+8WRgd6UDUziONvsPhSofyq0cCsdZsadmrFQXzpDeOkDJHrxtz86heGdKcR6JYUmwMqxZkII2UnTzI810n20v1jT6nCE/MXPsJ3/UB8aqkW+1dUrjuS9zp/R+9kZAxd1Ld4ASOdIJ2A1s22PPPjS/G7p2ADOSBk74OSdjv6/VUbweTCj2Vpxa6ztXOjdmbWUeAwffU9wm5wYtQBCAjz5nOce/FVixqZt2rnJneGNOLZK8X0FtaDGSdvD1H30iJKRbelo4qM4mjNSLinTIBTeWiAm924xh32xjDNtpDKuN9tKswHkGYDmab+luMYdxjTjDMMaDlMYO2g7rjl4YrMlIPWkQwl26jCu6jBGFZlGCVYjAI2LIjEeaIfyRhs95Jp0do4TSU06206WBDLpzjSwLAryOTnma3kptLWkQzccVmJcmaYmQKshMsh7QL81ZO93wvgGyB4UzPEpVEgEsoEue1AkcCXOc9qA2JM6mzrznU3maJaay1tEC64nMS5M0pMi9nITLITJGBgJIS2XTAA0NkYxtTK9v5XILyyuV0aS8jsUEZYxhSzEqIyzFQMadTYxk1tLTSWtoglPcuQyl3KuWLqXYq7MUZiwzhizRxsSc5MaE5KrjEHEpVyFllXVH2TBZHUNFv8k2G3i3PyZ7u/Kk5aRrSIPU4vONYE84EgcSATSASCQ5kDjV3xId2DZ1HnmkLq7kfGt3fBYjW7PguxdyNROC7ksxHzmOTk0jWKoM0UCigCsVmigPYAetg9Ns0a69JyHXaVqXpvrrGullQuWoDU311jtKy3RpIeCStHmptrrRzWQKSTUg71hqQmmArSRGzeRqYXcwFMeMccRBuf3+4VT+K8fd9l7o+3/ajmkTS2TXF+Kqvjv5eNVy64gW9QpgWrbNeeWRs6KNG5c1hnHLxpMgkgAZJ5Abk/DerL0e6Nx6kN27RxllDiMa3VSd2PgMDOFG5O2RXOjQ24Twp+y9KHZ6Y540iSRdfpEoKyOgj5GOKMq0jPhMPGm5kAp89tI8jzzuZJpGZ3Zu9lmOSTkYPswABsNsVI308RdzDEIIdRMcQOoqvhrc7u+BksTzzjAwKbW5lnbs7aJpZDyCjIHrPhgeZIHrq6SWQXGrUx4Ybq3/8AE+R9vhTSJ871bL/hEsDCG5wxZQQw+a4ONSg4A1K23uB8s1PiNsYXxuVOdLfSH3hyIrNIWZJx7P1VurUg0lCNXOap2vmerG1kjoez/K63bdLS3fGzp06fhO0vqoL0iGpWM1qPlHnlFxbjJU1s14ZGi2kSQurHGc4Bx4bbEaSR663hmmYlWPc1agCADk+Hd2I5nkMU+xWMjNev/n5YQcdWzWn5HCP4fjzZFUU5XqXC382+Eu7tJIcxVknypLVmt0bFeFpvnjx5PfHJDFThvLZ6uNL5aS79t376XEjKjzpUS0k5rCriqeeUr3fIt2/q28KJy2PKtEi9dZ7THOhBWJcVtp350krZpvxa47OKR/ooxHtxt9uKqBzvpHda5HbPNyMf9q7LvyOcVjo3b6pPYM/s/bURqzird0IhAUufE7ewf75rs+DJYwoRag7ubLU54te+FRsW5rmWMkyZ4etSsIqLsTUpBXDS7PoSyw9PSh0gpTVWi1tQ8ZhmpCQ0s1IyVUBvJSD0vJTd60jIhJTeWnMlNZa0gNZaay06lprLW0QaS00lp3LTSWtog1lpGlZaSrZAFFYNZoAooooAooooD1rmtS1Js9JNJXoZzSFi9YL02MlAas8mhxqozSQNbGUClAWBrSSYCorinGkjGSQP68PP2VSeM9LHbaPYfSPP3Dw99HJIiTZcuL8cSMZJx+s+wczVM4r0md9k7o8zz+HIVWnlZjliST4k5rcmuLyNm1GjdnJOTuTzzzP7qyF8/Kha1Gc4+A9dcJbPV9fv72+B7MKeWPo7t/kSreTq026e6W279rZL2mzbNSfDuDM+7nQvr3Y+xf2moiK50sreRBwfVVyS6DIJFBYMuoAcz6vLOdq2keQccJ4d3ljhQl3YIoG8jsxAC59Z8BgU64lxV0DWEeiQi4YyG3JkNxIvcjBcZ1xx98oFAHyjNgkgiQ6K9GJruKOSBnjmeVsuC0cdvAoZDrfTqkmmY5CQnCxr3ie0AWwSWMXR1oZ2k7SOUGKVMKJS3zg8CZzgfNO/lk77a70uTLe1jbg3VFcyxtJcOIm0kxQDclvDtfADwxkn2YxT9+taw4fB2VtbZutxLbxA4WRchjLOc6hkHABY+G1UDrI637u7RliD2dsSAdDfLSR/ldpIN0yPyEwOeS1KdVvV6LkLJqEduWxlWHayYOG3IIUZGMtkny8a+ji/D1GOvqXoXjuz52brnJ6OnWtvv+VfFkV0s45JfH0hnyDyVRpWLfcKvgQcZzk7ZzSFheCZTDJ87wPnjk6/9w8fMe+rp1o9CY7Ju3tO9CQPSoAWcoQABMhYknK/PUnO2rzxQJ+Hl2BjIx85WB+b5e0V4JKN+zx2PoRbr2uRjcW7RsVb3HwI8CKyxq2T8O7ZRGx72CVYDcMBknA/JONx+6qa+pGKMMFTgiubNoVjalu0pFjWusny9tcm3F0t/nx97nvUI5MWvI9FbKo/5Vbd78q4q6Srl2qkq8vs/r+uVbxjNN2OK2VvKqoVvyzhkz2tEVpjs6u90qtvu+fcrdJWOcVkVkHak1NKs4Cqmtwu1JKKxLNiokBdp62G9MopfVTxD/vWmgOFA8q0470YmurOV4ChZXAaMthyigN3R4knAAOM771ktVE6f8UeOeIxsyPEuoMhwys3kfYBt66RW4KkUIYgggg4IIwQRsQR4EcsVcuGS6Y1H/aP3/rqoWZJbJ3JOok8yTzJ9ZOTU92+RW5GaN7ubJp3w+opmqY4YtZfBYqiYtVqUgFR1pUjEa4s2hwtKCklpQVkpq9IvS7Ug9VAQkpu9LyU3etoyISU2lpy9NpKqA2lppLTqWmstbRBpLTSWnctNJq2iDWWkaWlpGtECisVmqDFZrFZoAooooD1I0lJlqT1VnNemjmbg1kyYrTVVc6ZcSeNMpjOQCT4A+PxxR7Dkmr/AIqqDJIAHmcVSeJ9K2VcIdeWIDnlg7j2nw8qrtzOz7uxb28vcOQpSzIVCp7yk5K4BPuJG3jvnbOa+b1eSacZw3p7r3M/RfgkcGWOXp8zUFKLcZvtKO6+u6rua3FyXOWJZv65eVanPjt/XjWsBAH9fbWWau1nw2qMrW2K0VqypoBZa1k5UJWGFQEbePnA5bbj1+r28/VVt6uOIG30SzwCW0acxx9owVHukj7QRkfPeIZRpABp7yqWUyCq/pUMpfIjJCyFQGYRkjUyqSAzqO8ASMkAZHOmHHbp27OMu7xQq626tjuRSSNLsq90M7MWYgkk7ZIVcZjs6+m/3wenKvUj6iXuklGkn2fj2qb7b3SSo7/L1o3SxBdK9tkhpyByJyCIgAgb1/N/7a5kLGS6vh20heS4buTTMWCjBJT1Fd9KDGcgDG9KdEOJm5jKtvLGAG82Tkres+B9YHnSlwmDpOxBDIw5qynKkesGvd0nUPBLVFbnyur6ZZoaX+52jo91c2CW8izATF1IZyMuAdh2Y3EZB3BXflk7VzXoxfycJuzbyZa2lbKOR+SdlkA5ZHJlB8DzwKtPBetSOO1BuVYzA9mYUXJmYDZk5DDDckkBTn1A8+6Z9IbniTqXVIo0yYYIwGKZx3nlOGdthnkPACtRjm6iTcnflt7L+Ec5ywdLFJbdkkt38luy/wDTfrRjXXFaRpPPgo0r728fgcgbSt4aR3R4k8q5Dwrh8iMJWkVIUGok90ZJ7yqDsEPl8B5YvOJx2y4kImnHNR80Hzc5zt5cz6qqXFOKzXTAMc+Q+ai58hyUeZ5nzqZZYYQ0w3feT7fBfybwY+oyZblsuIwW7fxfl+EXbi3SxTgQENjOZMHGSMHSrjO30iPZ4GoOFyx1M2ST4kkn1k+HvqP4da9mTuGPLO+B54B5+0ipBAMV8+3Lj/f9ffB9XTDEql7Ut1XaLuk7T9ru9vZ4dy3iPAc/srcUjG9KqaqSSpHLJklkk5Sdt/f+l2QS1kCg71uBVMCkLVsWpsr71vjzpQFmkpFsVhG8K2YUSoCkSYpaNsUhC1LOcUBu04G5OMbmuScfvu1meTwZtv8AKNh9gq2dM+KnSY0/KyHYcgPEe08qomd61FEJLhy7Z86kM0cOtth7K3uUxRgTi51P8O5Coixtyam7WEisyKSduafwmo6Gn0BrizSHkdLCko6VFYZTV6bvS70g9aQEHpu9OHpu9VEEXptLTh6bS1pGRrLTWWnctNJa2gNJaaS07lppLW0QayUjS0tIVohmisVmqAorFZoANFFYoD0urUF6QD1sK9Emc0Kaqi+P2mtGHmD8fA/GpFRWzx5FYZtHIsEEg7Y2PtFY11LdLrTRKT4Pv7xsf2H31BE71xNIcI1b0gr1sWrIFRW7Gklas6qAWDVk0gKGahRWQgiot4+YJxgEqDy55K58DzI8zT96b3EGRWZKzrhyKD3Vp7NW1a+Xh0170tmI9H+JtbzJKvgcNnkUbZgcerf2gV0dAso1r3kHeBGcY5Z88Z8+RrmFyoO4GNhkeAb1eo4zv66k+jPFuxJDatJ3GnBwfYSNjVi7M5seiTina7NcNeVf32LtxGBCveOAu+c4xjzJ2A9tVDpF0tVMx25IHjJyJ/yg7qP+47nwx4xXSXiklycckzsgO3qLH8o+O+w8MUhacMCHLaXby5qD6/BiPePbW5ZpKOi9ua+/5MYukjKXqOklScvCf6vu6W+18Ia2XDy+XYgD182PkBz952qat4wAFAAA8huT4knmaETxpZVrlVu3/o7vMlHTj2TVSfeW9/JcbLxu2ZKeVKBawDWy1o4GAMUqjbVqwzQgqAUVq3WSkPGlBQCqUsrU31VkGqDZlrQuRtz9f7631UJtk/bUAqrgCo68u2YlU8PnMPD1D/u/V8KRvr3mq8/E+Cj7x8B76ccDZeXgP6/o1G6RmToqHSRNIxy8Kr0C5I9tWbrDnBkVRyAyfaf9hUV0btdcg9W/9fGuseBZZbKPC1H3By1Sd8ukYpvwu2JasgmeB2W1TPogrewjwKdgVlksjGt8VvEKlFizSUltXJnRM0iNLA0gBilVNYZow9IvS7UjJVQG703enD0g9aRkQemstOpKbSVUBrLTSWnctM5a2iDWWmktO5aaS1sg1lpGlpKRrRAoooqgKKKKAKKKKA9DxSU5Q1w5OtK6H+HB+bJ/FpVetm7H+Hb/AJkn8WurmjCidxQUtGtcLHW7d/V235kv8alF64rz6q2/Ml/jVnUbOk9P+H5jLAbr3vd4/Zv7q54DTa763rtwVaK1wRg9yX+NVX/vPL9GP4N96sMFxrdBVM/vRL9GP4N96s/3pl+jH8G+9UoF1xWMVTP71y/Rj+Dffo/vXL9GP4N9+ppBdgKyKpI6WS/Rj+Dffo/vZL9GP4N9+lFsvGK1Y1Sf72zfRj+DffrH97Jfox/Bvv0oWWu4BXJHJhgj7QfaDuDSfoZJIJAAAOrwIPIjxbPqqsN0qlP5Mfwb79a/3ol+jH8G+/WHB3ttfJ6seeGlLInLT/itVJLe15ptp7Nd6pu1bYVwMADzJ8T7/ADyGK30+XKqgOlUv0Y/g336B0pl+jH8G+/WlGjhPLKdauype5L4fX3u292XWIUowqkDpZL9GP4N9+g9LJfox/Bvv1aMWXQc6VjaqKOlcv0Y/g336yOlsv0Y/g336mkWXnNbE1Rf73TfRj+Dffo/vdN9GP4N9+mkWXkmsg1RR0tl+jH8G+/R/e6b6Mfwb79NIsvQk3pTVVA/vbL9GP4N9+tx0wm+jH8G+/VoWX8UwvLok6V5+J8FHn6z5CqdJ0vmIxpjHsDffpsvSOTGMJ69myT5nvUoWWm4IUYHt9ZPiT66zZTlRmqi3HZD4L8D96t16QSYxpT4N96uc4NrYzJWa8cn1SMf62FWHoFDszeZx8P/AFqmyzkkk43qX4Z0mkiUKqx4HmGz9jiutbBrYuvEYdRqe6NcGzjauZjpjNnOmL81vv1L2XWhcpyjt/ekn7JRSjDTOrT8LwKZm1Irn0nW7dn/AArb8yX+NTd+tK5P+Hb/AJkn8WsuISaOjasU4jXNcnbrEuPoQ/mv/EpxF1nXI/w7f82T+LXNwZ2TOmy21NymK50/Wfcn/Dt/zZP4tIP1i3B/Ih/Nf+JWfTkXUjpLUlJXOD1g3H0IfzX/AIlaHp7P9CH81/4lPSYtHQpKQeqCenM/0IvzX+/Wp6bTfRi+D/frXpslovElNpapp6ZTfRj+DffrRulsv0Y/g336qgxZbJaaS1Wm6US/Rj+DfepNukUnknwb71aUWSyelppLUQ3HXPgnwP3qTbi7+S/A/vrVAkZKRpg3Em8l+B/fWvpzeQ+399aRCRoqN9ObyH2/vrPpzeQ+399ASNFR3pzeQ+399HpzeQ+399ASNFRvpzeQ+399Z9ObyH2/voBpRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQBRRRQH//2Q==\n",
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"IPython.display.YouTubeVideo('O8l4Kn-j-5M', width=800, height=600)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/jpeg": 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\n",
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"IPython.display.YouTubeVideo('B1Dk_9k6l08', width=800, height=600)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/jpeg": 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\n",
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"IPython.display.YouTubeVideo('4J0cpdR7qec', width=800, height=600)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/jpeg": 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\n",
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"IPython.display.YouTubeVideo('Kx-2PyrhnFE', width=800, height=600)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
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"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"IPython.display.YouTubeVideo('fN-bQddbbUI', width=800, height=600)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* https://thispersondoesnotexist.com/\n",
"* https://thiscatdoesnotexist.com/\n",
"* https://blog.openai.com/better-language-models/\n",
"* https://affinelayer.com/pixsrv/"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## 1.3. Metody uczenia maszynowego"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Z jakimi rodzajami zadań mamy do czynienia?\n",
"\n",
"* Uczenie nadzorowane\n",
" * Regresja\n",
" * Klasyfikacja\n",
"* Uczenie nienadzorowane\n",
" * Klastrowanie\n",
"* Uczenie przez wzmacnianie\n",
"* Systemy rekomendacyjne"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Klasyfikator\n",
"\n",
"* Klasyfikator to funkcja $h$, która przykładowi $x$ przyporządkowuje prognozowaną wartość $h(x)$.\n",
"* Jeżeli funkcja $h$ jest ciągła, to mówimy o zagadnieniu **regresji**.\n",
"* Jeżeli funkcja $h$ jest dyskretna, to mówimy o zagadnieniu **klasyfikacji**."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Algorytm uczący\n",
"\n",
"* Dane są przykładowe obserwacje $(X, y)$.\n",
"* Staramy się dobrać funkcję (klasyfikator) $h$ tak, żeby $h(x) \\sim y$."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"W jaki sposób można określić, czy klasyfikator jest „dobry”?"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Podział metod uczenia maszynowego\n",
"\n",
"> \\[Każdy algorytm uczenia maszynowego\\] stanowi kombinację dokładnie trzech składników.\n",
"> Te składniki to:\n",
"> * reprezentacja\n",
"> * ewaluacja\n",
"> * optymalizacja\n",
"\n",
"> — Pedro Domingos, “A Few Useful Things to Know about Machine Learning”"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Reprezentacja\n",
"\n",
"* drzewa decyzyjne\n",
"* regresja liniowa\n",
"* regresja logistyczna\n",
"* naiwny klasyfikator bayesowski\n",
"* algorytm $k$ najbliższych sąsiadów\n",
"* sieci neuronowe\n",
"* maszyny wektorów nośnych\n",
"* algorytmy genetyczne\n",
"* ..."
]
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"### Ewaluacja\n",
"\n",
"* skuteczność (dokładność)\n",
"* precyzja i pokrycie\n",
"* błąd średniokwadratowy\n",
"* _information gain_\n",
"* _logistic loss_\n",
"* BLEU\n",
"* ..."
]
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"### Optymalizacja\n",
"\n",
"* optymalizacja kombinatoryczna:\n",
" * wyszukiwanie zachłanne,\n",
" * _beam search_...\n",
"* optymalizacja ciągła:\n",
" * nieograniczona:\n",
" * metoda gradientu prostego,\n",
" * metoda Newtona...\n",
" * ograniczona:\n",
" * programowanie liniowe..."
]
}
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