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54          href="https://www.tensorflow.org/learn?hl=vi" /><title>Introduction to TensorFlow</title>
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273                    <div class="devsite-nav-item-title">
274                      Introduction
275                    </div>
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278                      New to TensorFlow?
279                    </div>
280                    
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285                  <a href="https://www.tensorflow.org/tutorials"
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296                      Tutorials
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300                      Learn how to use TensorFlow with end-to-end examples
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318                      Guide
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322                      Learn framework concepts and components
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339                    <div class="devsite-nav-item-title">
340                      Learn ML
341                    </div>
342                    
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344                      Educational resources to master your path with TensorFlow
345                    </div>
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431                      TensorFlow (v2.16.1)
432                    </div>
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438                  <a href="https://www.tensorflow.org/versions"
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449                      Versionsâ¦
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479                      TensorFlow.js
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486                  <a href="https://www.tensorflow.org/lite/api_docs"
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497                      TensorFlow Lite
498                    </div>
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504                  <a href="https://www.tensorflow.org/tfx/api_docs"
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515                      TFX
516                    </div>
517                    
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554    Ecosystem
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584          
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587              
588                <li class="devsite-nav-title" role="heading" tooltip>LIBRARIES</li>
589              
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593                  <a href="https://www.tensorflow.org/js"
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606                      TensorFlow.js
607                    </div>
608                    
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610                      Develop web ML applications in JavaScript
611                    </div>
612                    
613                  </a>
614                </li>
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617                  <a href="https://www.tensorflow.org/lite"
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630                      TensorFlow Lite
631                    </div>
632                    
633                    <div class="devsite-nav-item-description">
634                      Deploy ML on mobile, microcontrollers and other edge devices
635                    </div>
636                    
637                  </a>
638                </li>
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641                  <a href="https://www.tensorflow.org/tfx"
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653                    <div class="devsite-nav-item-title">
654                      TFX
655                    </div>
656                    
657                    <div class="devsite-nav-item-description">
658                      Build production ML pipelines
659                    </div>
660                    
661                  </a>
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663              
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665                  <a href="https://www.tensorflow.org/resources/libraries-extensions"
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676                    
677                    <div class="devsite-nav-item-title">
678                      All libraries
679                    </div>
680                    
681                    <div class="devsite-nav-item-description">
682                      Create advanced models and extend TensorFlow
683                    </div>
684                    
685                  </a>
686                </li>
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694          
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697              
698                <li class="devsite-nav-title" role="heading" tooltip>RESOURCES</li>
699              
700              
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703                  <a href="https://www.tensorflow.org/resources/models-datasets"
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714                    
715                    <div class="devsite-nav-item-title">
716                      Models & datasets
717                    </div>
718                    
719                    <div class="devsite-nav-item-description">
720                      Pre-trained models and datasets built by Google and the community
721                    </div>
722                    
723                  </a>
724                </li>
725              
726                <li class="devsite-nav-item">
727                  <a href="https://www.tensorflow.org/resources/tools"
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1541         aria-label="Type to filter"
1542         role="searchbox">
1543  
1544  <span class="filter-clear-button hidden"
1545        data-title="Clear filter"
1546        aria-label="Clear filter"
1547        role="button"
1548        tabindex="0"></span>
1549</div>
1550
1551<nav class="devsite-book-nav devsite-nav nocontent" data-nosnippet
1552     aria-label="Side menu">
1553  <div class="devsite-mobile-header">
1554    <button type="button"
1555            id="devsite-close-nav"
1556            class="devsite-header-icon-button button-flat material-icons gc-analytics-event"
1557            data-category="Site-Wide Custom Events"
1558            data-label="Close navigation"
1559            aria-label="Close navigation">
1560    </button>
1561    <div class="devsite-product-name-wrapper">
1562
1563  <a href="/" class="devsite-site-logo-link gc-analytics-event"
1564   data-category="Site-Wide Custom Events" data-label="Site logo" track-type="globalNav"
1565   track-name="tensorFlow" track-metadata-position="nav"
1566   track-metadata-eventDetail="nav">
1567  
1568  <picture>
1569

1570    <img src="https://www.gstatic.com/devrel-devsite/prod/v01e820f11dab21f3ca0f6bae75161414eea27d2d73afb4b420c81b7d54dc150c/tensorflow/images/lockup.svg" class="devsite-site-logo" alt="TensorFlow">
1571  </picture>
1572  
1573</a>
1574
1575
1576</div>
1577  </div>
1578
1579  <div class="devsite-book-nav-wrapper">
1580    <div class="devsite-mobile-nav-top">
1581      
1582        <ul class="devsite-nav-list">
1583          
1584            <li class="devsite-nav-item">
1585              
1586  
1587  <a href="/install"
1588    
1589       class="devsite-nav-title gc-analytics-event
1590              
1591              "
1592    
1593
1594    
1595      
1596        data-category="Site-Wide Custom Events"
1597      
1598        data-label="Tab: Install"
1599      
1600        track-name="install"
1601      
1602    
1603     data-category="Site-Wide Custom Events"
1604     data-label="Responsive Tab: Install"
1605     track-type="globalNav"
1606     track-metadata-eventDetail="globalMenu"
1607     track-metadata-position="nav">
1608  
1609    <span class="devsite-nav-text" tooltip >
1610      Install
1611   </span>
1612    
1613  
1614  </a>
1615  
1616
1617  
1618              
1619            </li>
1620          
1621            <li class="devsite-nav-item">
1622              
1623  
1624  <a href="/learn"
1625    
1626       class="devsite-nav-title gc-analytics-event
1627              
1628              devsite-nav-active"
1629    
1630
1631    
1632      
1633        data-category="Site-Wide Custom Events"
1634      
1635        data-label="Tab: Learn"
1636      
1637        track-name="learn"
1638      
1639    
1640     data-category="Site-Wide Custom Events"
1641     data-label="Responsive Tab: Learn"
1642     track-type="globalNav"
1643     track-metadata-eventDetail="globalMenu"
1644     track-metadata-position="nav">
1645  
1646    <span class="devsite-nav-text" tooltip >
1647      Learn
1648   </span>
1649    
1650  
1651  </a>
1652  
1653
1654  
1655    <ul class="devsite-nav-responsive-tabs devsite-nav-has-menu
1656               ">
1657      
1658<li class="devsite-nav-item">
1659
1660  
1661  <span
1662    
1663       class="devsite-nav-title"
1664       tooltip
1665    
1666    
1667      
1668        data-category="Site-Wide Custom Events"
1669      
1670        data-label="Tab: Learn"
1671      
1672        track-name="learn"
1673      
1674    >
1675  
1676    <span class="devsite-nav-text" tooltip menu="Learn">
1677      More
1678   </span>
1679    
1680    <span class="devsite-nav-icon material-icons" data-icon="forward"
1681          menu="Learn">
1682    </span>
1683    
1684  
1685  </span>
1686  
1687
1688</li>
1689
1690    </ul>
1691  
1692              
1693                <ul class="devsite-nav-responsive-tabs">
1694                  
1695                    
1696                    
1697                    
1698                    <li class="devsite-nav-item">
1699                      
1700  
1701  <a href="/learn"
1702    
1703       class="devsite-nav-title gc-analytics-event
1704              
1705              devsite-nav-active"
1706    
1707
1708    
1709      
1710        data-category="Site-Wide Custom Events"
1711      
1712        data-label="Tab: Introduction"
1713      
1714        track-name="introduction"
1715      
1716    
1717     data-category="Site-Wide Custom Events"
1718     data-label="Responsive Tab: Introduction"
1719     track-type="globalNav"
1720     track-metadata-eventDetail="globalMenu"
1721     track-metadata-position="nav">
1722  
1723    <span class="devsite-nav-text" tooltip >
1724      Introduction
1725   </span>
1726    
1727  
1728  </a>
1729  
1730
1731  
1732                    </li>
1733                  
1734                    
1735                    
1736                    
1737                    <li class="devsite-nav-item">
1738                      
1739  
1740  <a href="/tutorials"
1741    
1742       class="devsite-nav-title gc-analytics-event
1743              
1744              "
1745    
1746
1747    
1748      
1749        data-category="Site-Wide Custom Events"
1750      
1751        data-label="Tab: Tutorials"
1752      
1753        track-name="tutorials"
1754      
1755    
1756     data-category="Site-Wide Custom Events"
1757     data-label="Responsive Tab: Tutorials"
1758     track-type="globalNav"
1759     track-metadata-eventDetail="globalMenu"
1760     track-metadata-position="nav">
1761  
1762    <span class="devsite-nav-text" tooltip >
1763      Tutorials
1764   </span>
1765    
1766  
1767  </a>
1768  
1769
1770  
1771                    </li>
1772                  
1773                    
1774                    
1775                    
1776                    <li class="devsite-nav-item">
1777                      
1778  
1779  <a href="/guide"
1780    
1781       class="devsite-nav-title gc-analytics-event
1782              
1783              "
1784    
1785
1786    
1787      
1788        data-category="Site-Wide Custom Events"
1789      
1790        data-label="Tab: Guide"
1791      
1792        track-name="guide"
1793      
1794    
1795     data-category="Site-Wide Custom Events"
1796     data-label="Responsive Tab: Guide"
1797     track-type="globalNav"
1798     track-metadata-eventDetail="globalMenu"
1799     track-metadata-position="nav">
1800  
1801    <span class="devsite-nav-text" tooltip >
1802      Guide
1803   </span>
1804    
1805  
1806  </a>
1807  
1808
1809  
1810                    </li>
1811                  
1812                    
1813                    
1814                    
1815                    <li class="devsite-nav-item">
1816                      
1817  
1818  <a href="/resources/learn-ml"
1819    
1820       class="devsite-nav-title gc-analytics-event
1821              
1822              "
1823    
1824
1825    
1826      
1827        data-category="Site-Wide Custom Events"
1828      
1829        data-label="Tab: Learn ML"
1830      
1831        track-name="learn ml"
1832      
1833    
1834     data-category="Site-Wide Custom Events"
1835     data-label="Responsive Tab: Learn ML"
1836     track-type="globalNav"
1837     track-metadata-eventDetail="globalMenu"
1838     track-metadata-position="nav">
1839  
1840    <span class="devsite-nav-text" tooltip >
1841      Learn ML
1842   </span>
1843    
1844  
1845  </a>
1846  
1847
1848  
1849                    </li>
1850                  
1851                </ul>
1852              
1853            </li>
1854          
1855            <li class="devsite-nav-item">
1856              
1857  
1858  <a href="/api"
1859    
1860       class="devsite-nav-title gc-analytics-event
1861              
1862              "
1863    
1864
1865    
1866      
1867        data-category="Site-Wide Custom Events"
1868      
1869        data-label="Tab: API"
1870      
1871        track-name="api"
1872      
1873    
1874     data-category="Site-Wide Custom Events"
1875     data-label="Responsive Tab: API"
1876     track-type="globalNav"
1877     track-metadata-eventDetail="globalMenu"
1878     track-metadata-position="nav">
1879  
1880    <span class="devsite-nav-text" tooltip >
1881      API
1882   </span>
1883    
1884  
1885  </a>
1886  
1887
1888  
1889    <ul class="devsite-nav-responsive-tabs devsite-nav-has-menu
1890               ">
1891      
1892<li class="devsite-nav-item">
1893
1894  
1895  <span
1896    
1897       class="devsite-nav-title"
1898       tooltip
1899    
1900    
1901      
1902        data-category="Site-Wide Custom Events"
1903      
1904        data-label="Tab: API"
1905      
1906        track-name="api"
1907      
1908    >
1909  
1910    <span class="devsite-nav-text" tooltip menu="API">
1911      More
1912   </span>
1913    
1914    <span class="devsite-nav-icon material-icons" data-icon="forward"
1915          menu="API">
1916    </span>
1917    
1918  
1919  </span>
1920  
1921
1922</li>
1923
1924    </ul>
1925  
1926              
1927            </li>
1928          
1929            <li class="devsite-nav-item">
1930              
1931  
1932  <a href="/resources/models-datasets"
1933    
1934       class="devsite-nav-title gc-analytics-event
1935              
1936              "
1937    
1938
1939    
1940      
1941        data-category="Site-Wide Custom Events"
1942      
1943        data-label="Tab: Ecosystem"
1944      
1945        track-name="ecosystem"
1946      
1947    
1948     data-category="Site-Wide Custom Events"
1949     data-label="Responsive Tab: Ecosystem"
1950     track-type="globalNav"
1951     track-metadata-eventDetail="globalMenu"
1952     track-metadata-position="nav">
1953  
1954    <span class="devsite-nav-text" tooltip >
1955      Ecosystem
1956   </span>
1957    
1958  
1959  </a>
1960  
1961
1962  
1963    <ul class="devsite-nav-responsive-tabs devsite-nav-has-menu
1964               ">
1965      
1966<li class="devsite-nav-item">
1967
1968  
1969  <span
1970    
1971       class="devsite-nav-title"
1972       tooltip
1973    
1974    
1975      
1976        data-category="Site-Wide Custom Events"
1977      
1978        data-label="Tab: Ecosystem"
1979      
1980        track-name="ecosystem"
1981      
1982    >
1983  
1984    <span class="devsite-nav-text" tooltip menu="Ecosystem">
1985      More
1986   </span>
1987    
1988    <span class="devsite-nav-icon material-icons" data-icon="forward"
1989          menu="Ecosystem">
1990    </span>
1991    
1992  
1993  </span>
1994  
1995
1996</li>
1997
1998    </ul>
1999  
2000              
2001            </li>
2002          
2003            <li class="devsite-nav-item">
2004              
2005  
2006  <a href="/community"
2007    
2008       class="devsite-nav-title gc-analytics-event
2009              
2010              "
2011    
2012
2013    
2014      
2015        data-category="Site-Wide Custom Events"
2016      
2017        data-label="Tab: Community"
2018      
2019        track-name="community"
2020      
2021    
2022     data-category="Site-Wide Custom Events"
2023     data-label="Responsive Tab: Community"
2024     track-type="globalNav"
2025     track-metadata-eventDetail="globalMenu"
2026     track-metadata-position="nav">
2027  
2028    <span class="devsite-nav-text" tooltip >
2029      Community
2030   </span>
2031    
2032  
2033  </a>
2034  
2035
2036  
2037    <ul class="devsite-nav-responsive-tabs devsite-nav-has-menu
2038               ">
2039      
2040<li class="devsite-nav-item">
2041
2042  
2043  <span
2044    
2045       class="devsite-nav-title"
2046       tooltip
2047    
2048    
2049      
2050        data-category="Site-Wide Custom Events"
2051      
2052        data-label="Tab: Community"
2053      
2054        track-name="community"
2055      
2056    >
2057  
2058    <span class="devsite-nav-text" tooltip menu="Community">
2059      More
2060   </span>
2061    
2062    <span class="devsite-nav-icon material-icons" data-icon="forward"
2063          menu="Community">
2064    </span>
2065    
2066  
2067  </span>
2068  
2069
2070</li>
2071
2072    </ul>
2073  
2074              
2075            </li>
2076          
2077            <li class="devsite-nav-item">
2078              
2079  
2080  <a href="/about"
2081    
2082       class="devsite-nav-title gc-analytics-event
2083              
2084              "
2085    
2086
2087    
2088      
2089        data-category="Site-Wide Custom Events"
2090      
2091        data-label="Tab: Why TensorFlow"
2092      
2093        track-name="why tensorflow"
2094      
2095    
2096     data-category="Site-Wide Custom Events"
2097     data-label="Responsive Tab: Why TensorFlow"
2098     track-type="globalNav"
2099     track-metadata-eventDetail="globalMenu"
2100     track-metadata-position="nav">
2101  
2102    <span class="devsite-nav-text" tooltip >
2103      Why TensorFlow
2104   </span>
2105    
2106  
2107  </a>
2108  
2109
2110  
2111    <ul class="devsite-nav-responsive-tabs devsite-nav-has-menu
2112               ">
2113      
2114<li class="devsite-nav-item">
2115
2116  
2117  <span
2118    
2119       class="devsite-nav-title"
2120       tooltip
2121    
2122    
2123      
2124        data-category="Site-Wide Custom Events"
2125      
2126        data-label="Tab: Why TensorFlow"
2127      
2128        track-name="why tensorflow"
2129      
2130    >
2131  
2132    <span class="devsite-nav-text" tooltip menu="Why TensorFlow">
2133      More
2134   </span>
2135    
2136    <span class="devsite-nav-icon material-icons" data-icon="forward"
2137          menu="Why TensorFlow">
2138    </span>
2139    
2140  
2141  </span>
2142  
2143
2144</li>
2145
2146    </ul>
2147  
2148              
2149            </li>
2150          
2151          
2152    
2153    
2154<li class="devsite-nav-item">
2155
2156  
2157  <a href="//github.com/tensorflow"
2158    
2159       class="devsite-nav-title gc-analytics-event "
2160    
2161
2162    
2163     data-category="Site-Wide Custom Events"
2164     data-label="Responsive Tab: GitHub"
2165     track-type="navMenu"
2166     track-metadata-eventDetail="globalMenu"
2167     track-metadata-position="nav">
2168  
2169    <span class="devsite-nav-text" tooltip >
2170      GitHub
2171   </span>
2172    
2173  
2174  </a>
2175  
2176
2177</li>
2178
2179  
2180          
2181        </ul>
2182      
2183    </div>
2184    
2185      <div class="devsite-mobile-nav-bottom">
2186        
2187        
2188          
2189    
2190  
2191    
2192      
2193      <ul class="devsite-nav-list" menu="Learn"
2194          aria-label="Side menu" hidden>
2195        
2196          
2197            
2198            
2199              
2200<li class="devsite-nav-item">
2201
2202  
2203  <a href="/learn"
2204    
2205       class="devsite-nav-title gc-analytics-event
2206              
2207              "
2208    
2209
2210    
2211     data-category="Site-Wide Custom Events"
2212     data-label="Responsive Tab: Introduction"
2213     track-type="navMenu"
2214     track-metadata-eventDetail="globalMenu"
2215     track-metadata-position="nav">
2216  
2217    <span class="devsite-nav-text" tooltip >
2218      Introduction
2219   </span>
2220    
2221  
2222  </a>
2223  
2224
2225</li>
2226
2227            
2228              
2229<li class="devsite-nav-item">
2230
2231  
2232  <a href="/tutorials"
2233    
2234       class="devsite-nav-title gc-analytics-event
2235              
2236              "
2237    
2238
2239    
2240     data-category="Site-Wide Custom Events"
2241     data-label="Responsive Tab: Tutorials"
2242     track-type="navMenu"
2243     track-metadata-eventDetail="globalMenu"
2244     track-metadata-position="nav">
2245  
2246    <span class="devsite-nav-text" tooltip >
2247      Tutorials
2248   </span>
2249    
2250  
2251  </a>
2252  
2253
2254</li>
2255
2256            
2257              
2258<li class="devsite-nav-item">
2259
2260  
2261  <a href="/guide"
2262    
2263       class="devsite-nav-title gc-analytics-event
2264              
2265              "
2266    
2267
2268    
2269     data-category="Site-Wide Custom Events"
2270     data-label="Responsive Tab: Guide"
2271     track-type="navMenu"
2272     track-metadata-eventDetail="globalMenu"
2273     track-metadata-position="nav">
2274  
2275    <span class="devsite-nav-text" tooltip >
2276      Guide
2277   </span>
2278    
2279  
2280  </a>
2281  
2282
2283</li>
2284
2285            
2286              
2287<li class="devsite-nav-item">
2288
2289  
2290  <a href="/resources/learn-ml"
2291    
2292       class="devsite-nav-title gc-analytics-event
2293              
2294              "
2295    
2296
2297    
2298     data-category="Site-Wide Custom Events"
2299     data-label="Responsive Tab: Learn ML"
2300     track-type="navMenu"
2301     track-metadata-eventDetail="globalMenu"
2302     track-metadata-position="nav">
2303  
2304    <span class="devsite-nav-text" tooltip >
2305      Learn ML
2306   </span>
2307    
2308  
2309  </a>
2310  
2311
2312</li>
2313
2314            
2315          
2316        
2317      </ul>
2318    
2319  
2320    
2321      
2322      <ul class="devsite-nav-list" menu="API"
2323          aria-label="Side menu" hidden>
2324        
2325          
2326            
2327            
2328              
2329<li class="devsite-nav-item">
2330
2331  
2332  <a href="/api/stable"
2333    
2334       class="devsite-nav-title gc-analytics-event
2335              
2336              "
2337    
2338
2339    
2340     data-category="Site-Wide Custom Events"
2341     data-label="Responsive Tab: TensorFlow (v2.16.1)"
2342     track-type="navMenu"
2343     track-metadata-eventDetail="globalMenu"
2344     track-metadata-position="nav">
2345  
2346    <span class="devsite-nav-text" tooltip >
2347      TensorFlow (v2.16.1)
2348   </span>
2349    
2350  
2351  </a>
2352  
2353
2354</li>
2355
2356            
2357              
2358<li class="devsite-nav-item">
2359
2360  
2361  <a href="/versions"
2362    
2363       class="devsite-nav-title gc-analytics-event
2364              
2365              "
2366    
2367
2368    
2369     data-category="Site-Wide Custom Events"
2370     data-label="Responsive Tab: Versionsâ¦"
2371     track-type="navMenu"
2372     track-metadata-eventDetail="globalMenu"
2373     track-metadata-position="nav">
2374  
2375    <span class="devsite-nav-text" tooltip >
2376      Versionsâ¦
2377   </span>
2378    
2379  
2380  </a>
2381  
2382
2383</li>
2384
2385            
2386          
2387        
2388          
2389            
2390            
2391              
2392<li class="devsite-nav-item">
2393
2394  
2395  <a href="https://js.tensorflow.org/api/latest/"
2396    
2397       class="devsite-nav-title gc-analytics-event
2398              
2399              "
2400    
2401
2402    
2403     data-category="Site-Wide Custom Events"
2404     data-label="Responsive Tab: TensorFlow.js"
2405     track-type="navMenu"
2406     track-metadata-eventDetail="globalMenu"
2407     track-metadata-position="nav">
2408  
2409    <span class="devsite-nav-text" tooltip >
2410      TensorFlow.js
2411   </span>
2412    
2413  
2414  </a>
2415  
2416
2417</li>
2418
2419            
2420              
2421<li class="devsite-nav-item">
2422
2423  
2424  <a href="/lite/api_docs"
2425    
2426       class="devsite-nav-title gc-analytics-event
2427              
2428              "
2429    
2430
2431    
2432     data-category="Site-Wide Custom Events"
2433     data-label="Responsive Tab: TensorFlow Lite"
2434     track-type="navMenu"
2435     track-metadata-eventDetail="globalMenu"
2436     track-metadata-position="nav">
2437  
2438    <span class="devsite-nav-text" tooltip >
2439      TensorFlow Lite
2440   </span>
2441    
2442  
2443  </a>
2444  
2445
2446</li>
2447
2448            
2449              
2450<li class="devsite-nav-item">
2451
2452  
2453  <a href="/tfx/api_docs"
2454    
2455       class="devsite-nav-title gc-analytics-event
2456              
2457              "
2458    
2459
2460    
2461     data-category="Site-Wide Custom Events"
2462     data-label="Responsive Tab: TFX"
2463     track-type="navMenu"
2464     track-metadata-eventDetail="globalMenu"
2465     track-metadata-position="nav">
2466  
2467    <span class="devsite-nav-text" tooltip >
2468      TFX
2469   </span>
2470    
2471  
2472  </a>
2473  
2474
2475</li>
2476
2477            
2478          
2479        
2480      </ul>
2481    
2482  
2483    
2484      
2485      <ul class="devsite-nav-list" menu="Ecosystem"
2486          aria-label="Side menu" hidden>
2487        
2488          
2489            
2490              
2491<li class="devsite-nav-item devsite-nav-heading">
2492
2493  
2494  <span
2495    
2496       class="devsite-nav-title"
2497       tooltip
2498    
2499    >
2500  
2501    <span class="devsite-nav-text" tooltip >
2502      LIBRARIES
2503   </span>
2504    
2505  
2506  </span>
2507  
2508
2509</li>
2510
2511            
2512            
2513              
2514<li class="devsite-nav-item">
2515
2516  
2517  <a href="/js"
2518    
2519       class="devsite-nav-title gc-analytics-event
2520              
2521              "
2522    
2523
2524    
2525     data-cat

2525egory="Site-Wide Custom Events"
2526     data-label="Responsive Tab: TensorFlow.js"
2527     track-type="navMenu"
2528     track-metadata-eventDetail="globalMenu"
2529     track-metadata-position="nav">
2530  
2531    <span class="devsite-nav-text" tooltip >
2532      TensorFlow.js
2533   </span>
2534    
2535  
2536  </a>
2537  
2538
2539</li>
2540
2541            
2542              
2543<li class="devsite-nav-item">
2544
2545  
2546  <a href="/lite"
2547    
2548       class="devsite-nav-title gc-analytics-event
2549              
2550              "
2551    
2552
2553    
2554     data-category="Site-Wide Custom Events"
2555     data-label="Responsive Tab: TensorFlow Lite"
2556     track-type="navMenu"
2557     track-metadata-eventDetail="globalMenu"
2558     track-metadata-position="nav">
2559  
2560    <span class="devsite-nav-text" tooltip >
2561      TensorFlow Lite
2562   </span>
2563    
2564  
2565  </a>
2566  
2567
2568</li>
2569
2570            
2571              
2572<li class="devsite-nav-item">
2573
2574  
2575  <a href="/tfx"
2576    
2577       class="devsite-nav-title gc-analytics-event
2578              
2579              "
2580    
2581
2582    
2583     data-category="Site-Wide Custom Events"
2584     data-label="Responsive Tab: TFX"
2585     track-type="navMenu"
2586     track-metadata-eventDetail="globalMenu"
2587     track-metadata-position="nav">
2588  
2589    <span class="devsite-nav-text" tooltip >
2590      TFX
2591   </span>
2592    
2593  
2594  </a>
2595  
2596
2597</li>
2598
2599            
2600              
2601<li class="devsite-nav-item">
2602
2603  
2604  <a href="/resources/libraries-extensions"
2605    
2606       class="devsite-nav-title gc-analytics-event
2607              
2608              "
2609    
2610
2611    
2612     data-category="Site-Wide Custom Events"
2613     data-label="Responsive Tab: All libraries"
2614     track-type="navMenu"
2615     track-metadata-eventDetail="globalMenu"
2616     track-metadata-position="nav">
2617  
2618    <span class="devsite-nav-text" tooltip >
2619      All libraries
2620   </span>
2621    
2622  
2623  </a>
2624  
2625
2626</li>
2627
2628            
2629          
2630        
2631          
2632            
2633              
2634<li class="devsite-nav-item devsite-nav-heading">
2635
2636  
2637  <span
2638    
2639       class="devsite-nav-title"
2640       tooltip
2641    
2642    >
2643  
2644    <span class="devsite-nav-text" tooltip >
2645      RESOURCES
2646   </span>
2647    
2648  
2649  </span>
2650  
2651
2652</li>
2653
2654            
2655            
2656              
2657<li class="devsite-nav-item">
2658
2659  
2660  <a href="/resources/models-datasets"
2661    
2662       class="devsite-nav-title gc-analytics-event
2663              
2664              "
2665    
2666
2667    
2668     data-category="Site-Wide Custom Events"
2669     data-label="Responsive Tab: Models &amp; datasets"
2670     track-type="navMenu"
2671     track-metadata-eventDetail="globalMenu"
2672     track-metadata-position="nav">
2673  
2674    <span class="devsite-nav-text" tooltip >
2675      Models &amp; datasets
2676   </span>
2677    
2678  
2679  </a>
2680  
2681
2682</li>
2683
2684            
2685              
2686<li class="devsite-nav-item">
2687
2688  
2689  <a href="/resources/tools"
2690    
2691       class="devsite-nav-title gc-analytics-event
2692              
2693              "
2694    
2695
2696    
2697     data-category="Site-Wide Custom Events"
2698     data-label="Responsive Tab: Tools"
2699     track-type="navMenu"
2700     track-metadata-eventDetail="globalMenu"
2701     track-metadata-position="nav">
2702  
2703    <span class="devsite-nav-text" tooltip >
2704      Tools
2705   </span>
2706    
2707  
2708  </a>
2709  
2710
2711</li>
2712
2713            
2714              
2715<li class="devsite-nav-item">
2716
2717  
2718  <a href="/responsible_ai"
2719    
2720       class="devsite-nav-title gc-analytics-event
2721              
2722              "
2723    
2724
2725    
2726     data-category="Site-Wide Custom Events"
2727     data-label="Responsive Tab: Responsible AI"
2728     track-type="navMenu"
2729     track-metadata-eventDetail="globalMenu"
2730     track-metadata-position="nav">
2731  
2732    <span class="devsite-nav-text" tooltip >
2733      Responsible AI
2734   </span>
2735    
2736  
2737  </a>
2738  
2739
2740</li>
2741
2742            
2743              
2744<li class="devsite-nav-item">
2745
2746  
2747  <a href="/resources/recommendation-systems"
2748    
2749       class="devsite-nav-title gc-analytics-event
2750              
2751              "
2752    
2753
2754    
2755     data-category="Site-Wide Custom Events"
2756     data-label="Responsive Tab: Recommendation systems"
2757     track-type="navMenu"
2758     track-metadata-eventDetail="globalMenu"
2759     track-metadata-position="nav">
2760  
2761    <span class="devsite-nav-text" tooltip >
2762      Recommendation systems
2763   </span>
2764    
2765  
2766  </a>
2767  
2768
2769</li>
2770
2771            
2772          
2773        
2774      </ul>
2775    
2776  
2777    
2778      
2779      <ul class="devsite-nav-list" menu="Community"
2780          aria-label="Side menu" hidden>
2781        
2782          
2783            
2784            
2785              
2786<li class="devsite-nav-item">
2787
2788  
2789  <a href="/community/groups"
2790    
2791       class="devsite-nav-title gc-analytics-event
2792              
2793              "
2794    
2795
2796    
2797     data-category="Site-Wide Custom Events"
2798     data-label="Responsive Tab: Groups"
2799     track-type="navMenu"
2800     track-metadata-eventDetail="globalMenu"
2801     track-metadata-position="nav">
2802  
2803    <span class="devsite-nav-text" tooltip >
2804      Groups
2805   </span>
2806    
2807  
2808  </a>
2809  
2810
2811</li>
2812
2813            
2814              
2815<li class="devsite-nav-item">
2816
2817  
2818  <a href="/community/contribute"
2819    
2820       class="devsite-nav-title gc-analytics-event
2821              
2822              "
2823    
2824
2825    
2826     data-category="Site-Wide Custom Events"
2827     data-label="Responsive Tab: Contribute"
2828     track-type="navMenu"
2829     track-metadata-eventDetail="globalMenu"
2830     track-metadata-position="nav">
2831  
2832    <span class="devsite-nav-text" tooltip >
2833      Contribute
2834   </span>
2835    
2836  
2837  </a>
2838  
2839
2840</li>
2841
2842            
2843              
2844<li class="devsite-nav-item">
2845
2846  
2847  <a href="https://blog.tensorflow.org/"
2848    
2849       class="devsite-nav-title gc-analytics-event
2850              
2851              "
2852    
2853
2854    
2855     data-category="Site-Wide Custom Events"
2856     data-label="Responsive Tab: Blog"
2857     track-type="navMenu"
2858     track-metadata-eventDetail="globalMenu"
2859     track-metadata-position="nav">
2860  
2861    <span class="devsite-nav-text" tooltip >
2862      Blog
2863   </span>
2864    
2865  
2866  </a>
2867  
2868
2869</li>
2870
2871            
2872              
2873<li class="devsite-nav-item">
2874
2875  
2876  <a href="https://discuss.tensorflow.org"
2877    
2878       class="devsite-nav-title gc-analytics-event
2879              
2880              "
2881    
2882
2883    
2884     data-category="Site-Wide Custom Events"
2885     data-label="Responsive Tab: Forum"
2886     track-type="navMenu"
2887     track-metadata-eventDetail="globalMenu"
2888     track-metadata-position="nav">
2889  
2890    <span class="devsite-nav-text" tooltip >
2891      Forum
2892   </span>
2893    
2894  
2895  </a>
2896  
2897
2898</li>
2899
2900            
2901          
2902        
2903      </ul>
2904    
2905  
2906    
2907      
2908      <ul class="devsite-nav-list" menu="Why TensorFlow"
2909          aria-label="Side menu" hidden>
2910        
2911          
2912            
2913            
2914              
2915<li class="devsite-nav-item">
2916
2917  
2918  <a href="/about"
2919    
2920       class="devsite-nav-title gc-analytics-event
2921              
2922              "
2923    
2924
2925    
2926     data-category="Site-Wide Custom Events"
2927     data-label="Responsive Tab: About"
2928     track-type="navMenu"
2929     track-metadata-eventDetail="globalMenu"
2930     track-metadata-position="nav">
2931  
2932    <span class="devsite-nav-text" tooltip >
2933      About
2934   </span>
2935    
2936  
2937  </a>
2938  
2939
2940</li>
2941
2942            
2943              
2944<li class="devsite-nav-item">
2945
2946  
2947  <a href="/about/case-studies"
2948    
2949       class="devsite-nav-title gc-analytics-event
2950              
2951              "
2952    
2953
2954    
2955     data-category="Site-Wide Custom Events"
2956     data-label="Responsive Tab: Case studies"
2957     track-type="navMenu"
2958     track-metadata-eventDetail="globalMenu"
2959     track-metadata-position="nav">
2960  
2961    <span class="devsite-nav-text" tooltip >
2962      Case studies
2963   </span>
2964    
2965  
2966  </a>
2967  
2968
2969</li>
2970
2971            
2972          
2973        
2974      </ul>
2975    
2976  
2977        
2978        
2979          
2980    
2981  
2982    
2983  
2984    
2985  
2986    
2987  
2988        
2989      </div>
2990    
2991  </div>
2992</nav>
2993          
2994        </devsite-book-nav>
2995      
2996      <section id="gc-wrapper">

2997        <main role="main" id="main-content" class="devsite-main-content"
2998            
2999              
3000              
3001            >
3002          <div class="devsite-sidebar">
3003            <div class="devsite-sidebar-content">
3004                
3005                <devsite-toc class="devsite-nav"
3006                            role="navigation"
3007                            aria-label="On this page"
3008                            depth="2"
3009                            scrollbars
3010                            data-nosnippet
3011                  disabled></devsite-toc>
3012                <devsite-recommendations-sidebar class="nocontent devsite-nav" data-nosnippet>
3013                </devsite-recommendations-sidebar>
3014            </div>
3015          </div>
3016          <devsite-content>
3017            
3018              
3019
3020
3021
3022
3023
3024
3025
3026
3027
3028
3029<article class="devsite-article"><style>
3030      /* Styles inlined from /site-assets/css/style.css */
3031/* override theme */
3032table img {
3033  max-width: 100%;
3034}
3035
3036/* .devsite-terminal virtualenv prompt */
3037.tfo-terminal-venv::before {
3038  content: "(venv) $ " !important;
3039}
3040
3041/* .devsite-terminal root prompt */
3042.tfo-terminal-root::before {
3043  content: "# " !important;
3044}
3045
3046/* Used in links for type annotations in function/method signatures */
3047.tfo-signature-link a,
3048.tfo-signature-link a:visited,
3049.tfo-signature-link a:hover,
3050.tfo-signature-link a:focus,
3051.tfo-signature-link a:hover *,
3052.tfo-signature-link a:focus * {
3053  text-decoration: none !important;
3054}
3055
3056.tfo-signature-link a,
3057.tfo-signature-link a:visited {
3058  border-bottom: 1px dotted #1a73e8;
3059}
3060
3061.tfo-signature-link a:focus {
3062  border-bottom-style: solid;
3063}
3064
3065/* .devsite-terminal Windows prompt */
3066.tfo-terminal-windows::before {
3067  content: "C:\\> " !important;
3068}
3069
3070/* .devsite-terminal Windows prompt w/ virtualenv */
3071.tfo-terminal-windows-venv::before {
3072  content: "(venv) C:\\> " !important;
3073}
3074
3075.tfo-diff-green-one-level + * {
3076  background: rgba(175, 245, 162, .6)  !important;
3077}
3078
3079.tfo-diff-green + * > * {
3080  background: rgba(175, 245, 162, .6)  !important;
3081}
3082
3083.tfo-diff-green-list + ul > li:first-of-type {
3084  background: rgba(175, 245, 162, .6)  !important;
3085}
3086
3087.tfo-diff-red-one-level + * {
3088  background: rgba(255, 230, 230, .6)  !important;
3089  text-decoration: line-through  !important;
3090}
3091
3092.tfo-diff-red + * > * {
3093  background: rgba(255, 230, 230, .6)  !important;
3094  text-decoration: line-through  !important;
3095}
3096
3097.tfo-diff-red-list + ul > li:first-of-type {
3098  background: rgba(255, 230, 230, .6)  !important;
3099  text-decoration: line-through  !important;
3100}
3101
3102devsite-code .tfo-notebook-code-cell-output {
3103  max-height: 300px;
3104  overflow: auto;
3105  background: rgba(255, 247, 237, 1);  /* orange bg to distinguish from input code cells */
3106}
3107
3108devsite-code .tfo-notebook-code-cell-output + .devsite-code-buttons-container button {
3109  background: rgba(255, 247, 237, .7);  /* orange bg to distinguish from input code cells */
3110}
3111
3112devsite-code[dark-code] .tfo-notebook-code-cell-output {
3113  background: rgba(64, 78, 103, 1);  /* medium slate */
3114}
3115
3116devsite-code[dark-code] .tfo-notebook-code-cell-output + .devsite-code-buttons-container button {
3117  background: rgba(64, 78, 103, .7);  /* medium slate */
3118}
3119
3120/* override default table styles for notebook buttons */
3121.devsite-table-wrapper .tfo-notebook-buttons {
3122  display: block;
3123  width: auto;
3124}
3125
3126.tfo-notebook-buttons td {
3127  display: inline-block;
3128  padding: 0 16px 16px 0;
3129}
3130
3131/* from DevSite's buttons.scss */
3132.tfo-notebook-buttons a,
3133.tfo-notebook-buttons :link,
3134.tfo-notebook-buttons :visited {
3135  -moz-appearance: none;
3136  -webkit-appearance: none;
3137  -webkit-box-align: center;
3138  -ms-flex-align: center;
3139  align-items: center;
3140  align-self: var(--devsite-button-align-self);
3141  background: var(--devsite-button-background, var(--devsite-background-1));
3142  border: var(--devsite-button-border, 0);
3143  border-radius: var(--devsite-button-border-radius, 2px);
3144  box-sizing: border-box;
3145  color: var(--devsite-button-color);
3146  cursor: pointer;
3147  display: -webkit-box;
3148  display: -ms-flexbox;
3149  display: flex;
3150  font: var(--devsite-button-font, 500 14px/36px var(--devsite-primary-font-family));
3151  height: var(--devsite-button-height, 36px);
3152  letter-spacing: var(--devsite-button-letter-spacing, 0);
3153  line-height: var(--devsite-button-line-height, 36px);
3154  margin: var(--devsite-button-margin, 0);
3155  margin-inline-end: var(--devsite-button-margin-x-end);
3156  max-width: var(--devsite-button-max-width, none);
3157  min-width: 36px;
3158  outline: 0;
3159  overflow: hidden;
3160  padding: var(--devsite-button-with-icon-padding, 0 16px);
3161  text-align: center;
3162  text-decoration: none;
3163  text-overflow: ellipsis;
3164  text-transform: var(--devsite-button-text-transform, uppercase);
3165  transition:
3166    background-color .2s,
3167    border .2s;
3168  vertical-align: middle;
3169  white-space: nowrap;
3170  width: var(--devsite-button-width, auto);
3171}
3172
3173.tfo-notebook-buttons a:hover,
3174.tfo-notebook-buttons a:focus {
3175  background: var(--devsite-button-background-hover);
3176  border: var(--devsite-button-border-hover, 0);
3177  color: var(--devsite-button-color-hover, var(--devsite-button-color));
3178  text-decoration: var(--devsite-button-text-decoration-hover, none);
3179}
3180
3181.tfo-notebook-buttons a:active {
3182  background: var(--devsite-button-background-active);
3183  border: var(--devsite-button-border-active, 0);
3184  transform: var(--devsite-button-transform-active, none);
3185}
3186
3187.tfo-notebook-buttons tr {
3188  background: 0;
3189  border: 0;
3190}
3191
3192/* on rendered notebook page,
3193   remove link to webpage since we're already here */
3194.tfo-notebook-buttons:not(.tfo-api) td:first-child {
3195  display: none;
3196}
3197
3198.tfo-notebook-buttons td > a > img {
3199  margin: 0 8px 0 -4px;
3200  height: 20px;
3201}
3202
3203[appearance='dark'] .tfo-notebook-buttons td > a > img {
3204  filter: invert(1);
3205}
3206
3207@media (prefers-color-scheme: dark) {
3208  [appearance='device'] .tfo-notebook-buttons td > a > img {
3209    filter: invert(1);
3210  }
3211}
3212
3213/* landing pages */
3214
3215.tfo-landing-row-item-inset-white {
3216  background-color: #fff;
3217  padding: 32px;
3218}
3219
3220.tfo-landing-row-item-inset-white ol,
3221.tfo-landing-row-item-inset-white ul {
3222  padding-left: 20px;
3223}
3224
3225/* colab callout button */

3226.colab-callout-row devsite-code {
3227  border-radius: 8px 8px 0 0;
3228  box-shadow: none;
3229}
3230
3231.colab-callout-footer {
3232  background: #e3e4e7;
3233  border-radius: 0 0 8px 8px;
3234  color: #37474f;
3235  padding: 20px;
3236}
3237
3238.colab-callout-row devsite-code[dark-code] + .colab-callout-footer {
3239  background: #3f4f66;
3240}
3241
3242
3243.colab-callout-footer > .button {
3244  margin-top: 4px;
3245  color: #ff5c00;
3246}
3247
3248.colab-callout-footer > a > span {
3249  vertical-align: middle;
3250  color: #37474f;
3251  padding-left: 10px;
3252  font-size: 14px;
3253}
3254
3255.colab-callout-row devsite-code[dark-code] + .colab-callout-footer > a > span {
3256  color: #fff;
3257}
3258
3259a.colab-button {
3260  background: rgba(255, 255, 255, .75);
3261  border: solid 1px rgba(0, 0, 0, .08);
3262  border-bottom-color: rgba(0, 0, 0, .15);
3263  border-radius: 4px;
3264  color: #aaa;
3265  display: inline-block;
3266  font-size: 11px !important;
3267  font-weight: 300;
3268  line-height: 16px;
3269  padding: 4px 8px;
3270  text-decoration: none;
3271  text-transform: uppercase;
3272}
3273
3274a.colab-button:hover {
3275  background: white;
3276  border-color: rgba(0, 0, 0, .2);
3277  color: #666;
3278}
3279
3280a.colab-button span {
3281  background: url(/images/colab_logo_button.svg) no-repeat 1px 1px / 20px;
3282  border-radius: 4px;
3283  display: inline-block;
3284  padding-left: 24px;
3285  text-decoration: none;
3286}
3287
3288@media screen and (max-width: 600px) {
3289  .tfo-notebook-buttons td {
3290    display: block;
3291  }
3292}
3293
3294/* guide and tutorials landing page cards and sections */
3295
3296.tfo-landing-page-card {
3297  padding: 16px;
3298  box-shadow: 0 0 36px rgba(0,0,0,0.1);
3299  border-radius: 10px;
3300}
3301
3302/* Page section headings */
3303.tfo-landing-page-heading h2, h2.tfo-landing-page-heading {
3304  font-family: "Google Sans", sans-serif;
3305  color: #425066;
3306  font-size: 30px;
3307  font-weight: 700;
3308  line-height: 40px;
3309}
3310
3311/* Item title headings */
3312.tfo-landing-page-heading h3, h3.tfo-landing-page-heading,
3313.tfo-landing-page-card h3, h3.tfo-landing-page-card {
3314  font-family: "Google Sans", sans-serif;
3315  color: #425066;
3316  font-size: 20px;
3317  font-weight: 500;
3318  line-height: 26px;
3319}
3320
3321/* List of tutorials notebooks for subsites */
3322.tfo-landing-page-resources-ul {
3323  padding-left: 15px
3324}
3325
3326.tfo-landing-page-resources-ul > li {
3327  margin: 6px 0;
3328}
3329
3330/* Temporary fix to hide product description in header on landing pages */
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3338
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3359    
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3384          TensorFlow
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3397    
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3422          Learn
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3426      
3427    
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3429  
3430</ul>
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3475  <div class="devsite-article-body clearfix
3476  devsite-no-page-title">
3477
3478  
3479    
3480    
3481  <div class="wrapper">
3482   <section class="tensorsite-hero tensorsite-hero--river-large tensorsite-hero--center">
3483    <div class="tensorsite-hero__side tensorsite-hero__side--left">
3484    </div>
3485    <div class="tensorsite-hero__side tensorsite-hero__side--right">
3486    </div>
3487    <div class="tensorsite-hero__side tensorsite-hero__side--left-lower">
3488    </div>
3489    <div class="tensorsite-hero__content">
3490     <div class="tensorsite-content">
3491      <h1 class="tensorsite-content__title" id="introduction-to-tensorflow" data-text="        Introduction to TensorFlow       " tabindex="-1">
3492       Introduction to TensorFlow
3493      </h1>
3494      <div class="tensorsite-content__description">
3495       <inline-html>
3496<p>TensorFlow makes it easy for beginners and experts to create machine learning models for desktop, mobile, web, and cloud. See the sections below to get started.</p>
3497</inline-html>
3498      </div>
3499     </div>
3500    </div>
3501    <div class="tensorsite-hero__image">
3502    </div>
3503   </section>
3504   <section #="" analytics="" anchors="" class="tensorsite-group tensorsite-group--5up" data-section-id="hero" for="">
3505    <div class="tensorsite-side-side__background">
3506    </div>
3507    <div class="tensorsite-container">
3508     <div class="tensorsite-group__inner">
3509      <div class="tensorsite-block tensorsite-block--plain">
3510       <div class="tensorsite-block__image-wrapper">
3511        <img alt class="tensorsite-block__image" src="/static/site-assets/images/marketing/learn/learn-core.svg">
3512       </div>
3513       <div class="tensorsite-content">
3514        <h4 class="tensorsite-content__title" id="tensorflow" data-text="          TensorFlow         " tabindex="-1">
3515         TensorFlow
3516        </h4>
3517        <div class="tensorsite-content__description">
3518         <inline-html>
3519<p>Learn the foundations of TensorFlow with tutorials for beginners and experts to help you create your next machine learning project.</p>
3520</inline-html>
3521        </div>
3522        <div class="tensorsite-content__cta-wrapper">
3523         <a class="tensorsite-content__button tensorsite-button" devsite="true" href="/tutorials" item-id="TensorFlow Core">
3524          Learn more
3525         </a>
3526        </div>
3527       </div>
3528      </div>
3529      <div class="tensorsite-block tensorsite-block--plain">
3530       <div class="tensorsite-block__image-wrapper">
3531        <img alt class="tensorsite-block__image" src="/static/site-assets/images/marketing/learn/learn-web.svg">
3532       </div>
3533       <div class="tensorsite-content">
3534        <h4 class="tensorsite-content__title" id="for-web" data-text="          For Web         " tabindex="-1">
3535         For Web
3536        </h4>
3537        <div class="tensorsite-content__description">
3538         <inline-html>
3539<p>Use TensorFlow.js to create new machine learning models and deploy existing models with JavaScript.</p>
3540</inline-html>
3541        </div>
3542        <div class="tensorsite-content__cta-wrapper">
3543         <a class="tensorsite-content__button tensorsite-button" href="/js" item-id="TensorFlow.js">
3544          Learn more
3545         </a>
3546        </div>
3547       </div>
3548      </div>
3549      <div class="tensorsite-block tensorsite-block--plain">
3550       <div class="tensorsite-block__image-wrapper">
3551        <img alt class="tensorsite-block__image" src="/static/site-assets/images/marketing/learn/learn-mobile.svg">
3552       </div>
3553       <div class="tensorsite-content">
3554        <h4 class="tensorsite-content__title" id="for-mobile-edge" data-text="          For Mobile &amp; Edge         " tabindex="-1">
3555         For Mobile &amp; Edge
3556        </h4>
3557        <div class="tensorsite-content__description">
3558         <inline-html>
3559<p>Run inference with LiteRT on mobile and embedded devices like Android, iOS, Edge TPU, and Raspberry Pi.</p>
3560</inline-html>
3561        </div>
3562        <div class="tensorsite-content__cta-wrapper">
3563         <a class="tensorsite-content__button tensorsite-button" href="https://ai.google.dev/edge/litert" item-id="LiteRT">
3564          Learn more
3565         </a>
3566        </div>
3567       </div>
3568      </div>
3569      <div class="tensorsite-block tensorsite-block--plain">
3570       <div class="tensorsite-block__image-wrapper">
3571        <img alt class="tensorsite-block__image" src="/static/site-assets/images/marketing/learn/learn-production.svg">
3572       </div>
3573       <div class="tensorsite-content">
3574        <h4 class="tensorsite-content__title" id="for-production" data-text="          For Production         " tabindex="-1">
3575         For Production
3576        </h4>
3577        <div class="tensorsite-content__description">
3578         <inline-html>
3579<p>Deploy a production-ready ML pipeline for training and inference using TFX.</p>
3580</inline-html>
3581        </div>
3582        <div class="tensorsite-content__cta-wrapper">
3583         <a class="tensorsite-content__button tensorsite-button" href="/tfx" item-id="TFX">
3584          Learn more
3585         </a>
3586        </div>
3587       </div>
3588      </div>

3589     </div>
3590    </div>
3591    <div class="tensorsite-group__divider">
3592    </div>
3593   </section>
3594   <section class="tensorsite-side-side tensorsite-side-side--centered" data-section-id="prepare data" id="prepare-data">
3595    <div class="tensorsite-side-side__background">
3596    </div>
3597    <div class="tensorsite-container">
3598     <div class="tensorsite-group__header">
3599      <div class="tensorsite-content">
3600       <h2 class="tensorsite-content__title tensorsite-content__title--grow" id="an-end-to-end-platform-for-machine-learning" data-text="         An end-to-end platform for machine learning        " tabindex="-1">
3601        An end-to-end platform for machine learning
3602       </h2>
3603      </div>
3604     </div>
3605     <div class="tensorsite-side-side-wrapper">
3606      <div class="tensorsite-side-side__main-section">
3607       <div class="tensorsite-content">
3608        <h3 class="tensorsite-content__title tensorsite-content__title--grow" id="prepare-and-load-data-for-successful-ml-outcomes" data-text="          Prepare and load data for successful ML outcomes         " tabindex="-1">
3609         Prepare and load data for successful ML outcomes
3610        </h3>
3611        <div class="tensorsite-list tensorsite-list--no-padding-top">
3612         <div class="tensorsite-list__description">
3613          <inline-html><p>Data can be the most important factor in the success of your ML endeavors.
3614TensorFlow offers multiple data tools to help you consolidate, clean and preprocess data at scale:</p></inline-html>
3615         </div>
3616         <ul class="tensorsite-list__items">
3617          <li class="tensorsite-list__item">
3618           <inline-html><p><a href="https://www.tensorflow.org/datasets" item-id="Responsible AI">Standard datasets</a> for initial training and validation</p></inline-html>
3619          </li>
3620          <li class="tensorsite-list__item">
3621           <inline-html><p>Highly scalable <a href="https://www.tensorflow.org/guide/data" item-id="Responsible AI">data pipelines</a> for loading data</p></inline-html>
3622          </li>
3623          <li class="tensorsite-list__item">
3624           <inline-html><p><a href="https://www.tensorflow.org/guide/keras/preprocessing_layers" item-id="Responsible AI">Preprocessing layers</a> for common input transformations</p></inline-html>
3625          </li>
3626          <li class="tensorsite-list__item">
3627           <inline-html><p>Tools to <a href="https://www.tensorflow.org/tfx/guide/tfdv" item-id="Responsible AI">validate</a> and <a href="https://www.tensorflow.org/tfx/guide/tft" item-id="transform">transform</a> large datasets</p></inline-html>
3628          </li>
3629         </ul>
3630         <div class="tensorsite-list__secondary-description">
3631          <inline-html>
3632<p>Additionally, <a href="https://www.tensorflow.org/responsible_ai" item-id="Responsible AI">responsible AI</a> tools help you uncover and eliminate bias in your data to produce fair, ethical outcomes from your models.</p>
3633</inline-html>
3634         </div>
3635        </div>
3636        <div class="tensorsite-content__cta-wrapper">
3637         <h4 class="tensorsite-content__cta-icon tensorsite-icon--colab" id="try-it-in-colab" data-text="           Try it in Colab                                " tabindex="-1">
3638          Try it in Colab
3639          <span>
3640          </span>
3641         </h4>
3642         <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" content-type="colab" href="https://colab.research.google.com/github/tensorflow/docs/blob/master/site/en/tutorials/load_data/images.ipynb" item-id="Load and preprocess an image dataset" rel="noopener noreferrer" target="_blank">
3643          Load and preprocess an image dataset
3644          <span>
3645          </span>
3646         </a>
3647         <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" content-type="colab" href="https://colab.research.google.com/github/tensorflow/tfx/blob/master/docs/tutorials/data_validation/tfdv_basic.ipynb" item-id="Investigate and visualize datasets" rel="noopener noreferrer" target="_blank">
3648          Investigate and visualize datasets
3649          <span>
3650          </span>
3651         </a>
3652        </div>
3653       </div>
3654      </div>
3655      <div class="tensorsite-side-side__secondary-section">
3656       <div class="tensorsite-content__image-wrapper contain-image" style="background-image: url(/site-assets/images/marketing/learn/prepare-load-data.svg)">
3657       </div>
3658      </div>

3659     </div>
3660    </div>
3661   </section>
3662   <section class="tensorsite-side-side tensorsite-side-side--learn-bg tensorsite-side-side--centered" data-section-id="build ml models" id="build-models">
3663    <div class="tensorsite-side-side__background">
3664    </div>
3665    <div class="tensorsite-container">
3666     <div class="tensorsite-side-side-wrapper tensorsite-side-side-wrapper--reverse">
3667      <div class="tensorsite-side-side__main-section">
3668       <div class="tensorsite-content">
3669        <h3 class="tensorsite-content__title" id="build-and-fine-tune-models-with-the-tensorflow-ecosystem" data-text="          Build and fine-tune models with the TensorFlow ecosystem         " tabindex="-1">
3670         Build and fine-tune models with the TensorFlow ecosystem
3671        </h3>
3672        <div class="tensorsite-content__description">
3673         <inline-html>
3674<p>Explore an entire ecosystem built on the <a href="https://www.tensorflow.org/guide/basics" item-id="Core framework">Core framework</a> that streamlines model construction, training, and export. TensorFlow supports distributed training, immediate model iteration and easy debugging with <a href="https://keras.io/" item-id="Keras">Keras</a>, and much more. Tools like <a href="https://www.tensorflow.org/tfx/guide/tfma" item-id="Model Analysis">Model Analysis</a> and <a href="https://www.tensorflow.org/tensorboard" item-id="TensorBoard">TensorBoard</a> help you track development and improvement through your modelâs lifecycle. <br/><br/> To help you get started, find collections of pre-trained models at <a href="https://www.tensorflow.org/hub" item-id="TensorFlow Hub">TensorFlow Hub</a> from Google and the community, or implementations of state-of-the art research models in the <a href="https://www.tensorflow.org/guide/model_garden" item-id="TensorFlow Model Garden">Model Garden</a>. These libraries of high level components allow you to take powerful models, and fine-tune them on new data or customize them to perform new tasks.</p>
3675</inline-html>
3676        </div>
3677        <div class="tensorsite-content__cta-wrapper">
3678         <h4 class="tensorsite-content__cta-icon tensorsite-icon--colab" id="try-it-in-colab_1" data-text="           Try it in Colab                                " tabindex="-1">
3679          Try it in Colab
3680          <span>
3681          </span>
3682         </h4>
3683         <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" content-type="colab" href="https://colab.research.google.com/github/tensorflow/docs/blob/master/site/en/tutorials/keras/classification.ipynb" item-id="Train a neural network to classify images" rel="noopener noreferrer" target="_blank">
3684          Train a neural network to classify images
3685          <span>
3686          </span>
3687         </a>
3688         <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" content-type="colab" href="https://colab.research.google.com/github/tensorflow/hub/blob/master/examples/colab/tf2_image_retraining.ipynb" item-id="Retrain an image classifier with transfer learning" rel="noopener noreferrer" target="_blank">
3689          Retrain an image classifier with transfer learning
3690          <span>
3691          </span>
3692         </a>
3693        </div>
3694       </div>
3695      </div>
3696      <div class="tensorsite-side-side__secondary-section">
3697       <div class="tensorsite-content__image-wrapper contain-image" style="background-image: url(/site-assets/images/marketing/learn/build-train-models.svg)">
3698       </div>
3699      </div>
3700     </div>
3701    </div>
3702   </section>
3703   <section class="tensorsite-side-side tensorsite-side-side--centered" data-section-id="deploy models" id="deploy-models">
3704    <div class="tensorsite-side-side__background">
3705    </div>
3706    <div class="tensorsite-container">
3707     <div class="tensorsite-side-side-wrapper">
3708      <div class="tensorsite-side-side__main-section">
3709       <div class="tensorsite-content">
3710        <h3 class="tensorsite-content__title" id="deploy-models-on-device,-in-the-browser,-on-prem,-or-in-the-cloud" data-text="          Deploy models on-device, in the browser, on-prem, or in the cloud         " tabindex="-1">
3711         Deploy models on-device, in the browser, on-prem, or in the cloud
3712        </h3>
3713        <div class="tensorsite-content__description">
3714         <inline-html>
3715<p>TensorFlow provides robust capabilities to deploy your models on any environment - servers, edge devices, browsers, mobile, microcontrollers, CPUs, GPUs, FPGAs. <a href="https://www.tensorflow.org/tfx/guide/serving" item-id="TensorFlow Serving">TensorFlow Serving</a> can run ML models at production scale on the most advanced processors in the world, including Google's custom Tensor Processing Units (TPUs). <br/><br/> If you need to analyze data close to its source to reduce latency and improve data privacy, the <a href="https://ai.google.dev/edge/litert/guide#1_choose_a_model" item-id="LiteRT">LiteRT</a> framework lets you run models on mobile devices, edge computing devices, and even microcontrollers, and the <a href="https://www.tensorflow.org/js" item-id="TensorFlow.js">TensorFlow.js</a> framework lets you run machine learning with just a web browser.</p>
3716</inline-html>
3717        </div>
3718        <div class="tensorsite-content__cta-wrapper">
3719         <h4 class="tensorsite-content__cta-icon tensorsite-icon--colab" id="try-it-in-colab_2" data-text="           Try it in Colab                                " tabindex="-1">
3720          Try it in Colab

3721          <span>
3722          </span>
3723         </h4>
3724         <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" content-type="colab" href="https://colab.research.google.com/github/tensorflow/tfx/blob/master/docs/tutorials/serving/rest_simple.ipynb" item-id="Serve a model with TensorFlow Serving" rel="noopener noreferrer" target="_blank">
3725          Serve a model with TensorFlow Serving
3726          <span>
3727          </span>
3728         </a>
3729        </div>
3730       </div>
3731      </div>
3732      <div class="tensorsite-side-side__secondary-section">
3733       <div class="tensorsite-content__image-wrapper contain-image" style="background-image: url(/site-assets/images/marketing/learn/deploy-ml-models.svg)">
3734       </div>
3735      </div>
3736     </div>
3737    </div>
3738   </section>
3739   <section class="tensorsite-side-side tensorsite-side-side--centered" data-section-id="implement mlops" id="implement-mlops">
3740    <div class="tensorsite-side-side__background">
3741    </div>
3742    <div class="tensorsite-container">
3743     <div class="tensorsite-side-side-wrapper tensorsite-side-side-wrapper--reverse">
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3745       <div class="tensorsite-content">
3746        <h3 class="tensorsite-content__title" id="implement-mlops-for-production-ml" data-text="          Implement MLOps for production ML         " tabindex="-1">
3747         Implement MLOps for production ML
3748        </h3>
3749        <div class="tensorsite-content__description">
3750         <inline-html>
3751<p>The TensorFlow platform helps you implement best practices for data automation, model tracking, performance monitoring, and model retraining. <br/><br/> Using production-level tools to automate and track model training over the lifetime of a product, service, or business process is critical to success.  <a href="https://www.tensorflow.org/tfx" item-id="TFX">TFX</a> provides software frameworks and tooling for full MLOps deployments, detecting issues as your data and models evolve over time.</p>
3752</inline-html>
3753        </div>
3754        <div class="tensorsite-content__cta-wrapper">
3755         <h4 class="tensorsite-content__cta-icon tensorsite-icon--colab" id="try-it-in-colab_3" data-text="           Try it in Colab                                " tabindex="-1">
3756          Try it in Colab
3757          <span>
3758          </span>
3759         </h4>
3760         <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" content-type="colab" href="https://colab.research.google.com/github/tensorflow/tfx/blob/master/docs/tutorials/tfx/penguin_simple.ipynb" item-id="Create and run a simple TFX pipeline" rel="noopener noreferrer" target="_blank">
3761          Create and run a simple TFX pipeline
3762          <span>
3763          </span>
3764         </a>
3765         <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" content-type="colab" href="https://colab.research.google.com/github/tensorflow/tfx/blob/master/docs/tutorials/mlmd/mlmd_tutorial.ipynb" item-id="Track lineage with ML Metadata" rel="noopener noreferrer" target="_blank">
3766          Track lineage with ML Metadata
3767          <span>
3768          </span>
3769         </a>
3770        </div>
3771       </div>
3772      </div>
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3779   </section>
3780   <section #="" analytics="" anchors="" class="tensorsite-group tensorsite-group--single-card tensorsite-group--has-top-divider" data-section-id="learn ml" for="">
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3789        Looking to expand your ML knowledge?
3790       </h2>
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3792        <inline-html>
3793<p>TensorFlow is easier to use with a basic understanding of machine learning principles and core concepts. Learn and apply fundamental machine learning practices to develop your skills.</p>
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3805         Learn ML
3806        </a>
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3808         <inline-html>
3809<p>Begin with curated curriculums to improve your skills in foundational ML areas.</p>
3810</inline-html>
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3813         <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--internal" href="/resources/learn-ml" item-id="Learn ML" tabindex="-1">
3814          Learn more
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3835        Get started with TensorFlow
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