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698  
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700
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721    LLM Foundations
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726  
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728
729      </a>
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750  
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775    
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778  
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783  
784
785      </a>
786    </li>
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806  
807
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812
813      </a>
814    </li>
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833    UX for Language User Interfaces
834  
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837  </span>
838  
839  
840
841      </a>
842    </li>
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859    
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861    LLMOps
862  
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867  
868
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870    </li>
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890  
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894  
895  
896
897      </a>
898    </li>
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909    <li class="md-nav__item">
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915    
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917    Reza Shabani: How to train your own LLM
918  
919
920    
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922  
923  
924
925      </a>
926    </li>
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937    <li class="md-nav__item">
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940  
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943    
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945    Harrison Chase: Agents
946  
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949  </span>
950  
951  
952
953      </a>
954    </li>
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970  <span class="md-ellipsis">
971    
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973    Fireside Chat with Peter Welinder
974  
975
976    
977  </span>
978  
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980
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1135  
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1158    Lab Overview
1159  
1160
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1165
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1167    </li>
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1184    
1185  
1186    Lecture 2: Development Infrastructure &amp; Tooling
1187  
1188
1189    
1190  </span>
1191  
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1193
1194      </a>
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1212    
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1214    Lab 4: Experiment Management
1215  
1216
1217    
1218  </span>
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1221
1222      </a>
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1240    
1241  
1242    Lecture 3: Troubleshooting &amp; Testing
1243  
1244
1245    
1246  </span>
1247  
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1249
1250      </a>
1251    </li>
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1264        
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1267  <span class="md-ellipsis">
1268    
1269  
1270    Lab 5: Troubleshooting &amp; Testing
1271  
1272
1273    
1274  </span>
1275  
1276  
1277
1278      </a>
1279    </li>
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1291      <a href="../course/2022/lecture-4-data-management/" class="md-nav__link">
1292        
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1296    
1297  
1298    Lecture 4: Data Management
1299  
1300
1301    
1302  </span>
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1304  
1305
1306      </a>
1307    </li>
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1318    <li class="md-nav__item">
1319      <a href="../course/2022/lab-6-data-annotation/" class="md-nav__link">
1320        
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1322  
1323  <span class="md-ellipsis">
1324    
1325  
1326    Lab 6: Data Annotation
1327  
1328
1329    
1330  </span>
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1332  
1333
1334      </a>
1335    </li>
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1346    <li class="md-nav__item">
1347      <a href="../course/2022/lecture-5-deployment/" class="md-nav__link">
1348        
1349  
1350  
1351  <span class="md-ellipsis">
1352    
1353  
1354    Lecture 5: Deployment
1355  
1356
1357    
1358  </span>
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1360  
1361
1362      </a>
1363    </li>
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1374    <li class="md-nav__item">
1375      <a href="../course/2022/lab-7-web-deployment/" class="md-nav__link">
1376        
1377  
1378  
1379  <span class="md-ellipsis">
1380    
1381  
1382    Lab 7: Web Deployment
1383  
1384
1385    
1386  </span>
1387  
1388  
1389
1390      </a>
1391    </li>
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1403      <a href="../course/2022/lecture-6-continual-learning/" class="md-nav__link">
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1406  
1407  <span class="md-ellipsis">
1408    
1409  
1410    Lecture 6: Continual Learning
1411  
1412
1413    
1414  </span>
1415  
1416  
1417
1418      </a>
1419    </li>
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1430    <li class="md-nav__item">
1431      <a href="../course/2022/lab-8-model-monitoring/" class="md-nav__link">
1432        
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1434  
1435  <span class="md-ellipsis">
1436    
1437  
1438    Lab 8: Model Monitoring
1439  
1440
1441    
1442  </span>
1443  
1444  
1445
1446      </a>
1447    </li>
1448  
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1458    <li class="md-nav__item">
1459      <a href="../course/2022/lecture-7-foundation-models/" class="md-nav__link">
1460        
1461  
1462  
1463  <span class="md-ellipsis">
1464    
1465  
1466    Lecture 7: Foundation Models
1467  
1468
1469    
1470  </span>
1471  
1472  
1473
1474      </a>
1475    </li>
1476  
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1483  
1484  
1485  
1486    <li class="md-nav__item">
1487      <a href="../course/2022/lecture-8-teams-and-pm/" class="md-nav__link">
1488        
1489  
1490  
1491  <span class="md-ellipsis">
1492    
1493  
1494    Lecture 8: ML Teams and Project Management
1495  
1496
1497    
1498  </span>
1499  
1500  
1501
1502      </a>
1503    </li>
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1515      <a href="../course/2022/lecture-9-ethics/" class="md-nav__link">
1516        
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1520    
1521  
1522    Lecture 9: Ethics
1523  
1524
1525    
1526  </span>
1527  
1528  
1529
1530      </a>
1531    </li>
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1542    <li class="md-nav__item">
1543      <a href="../course/2022/project-showcase/" class="md-nav__link">
1544        
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1546  
1547  <span class="md-ellipsis">
1548    
1549  
1550    Project Showcase
1551  
1552
1553    
1554  </span>
1555  
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1557
1558      </a>
1559    </li>
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1570    <li class="md-nav__item">
1571      <a href="../course/2022/announcement/" class="md-nav__link">
1572        
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1576    
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1578    Course Announcement
1579  
1580
1581    
1582  </span>
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1677    
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1679    FSDL 2021
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1739  
1740  
1741    <li class="md-nav__item">
1742      <a href="../spring2021/projects/" class="md-nav__link">
1743        
1744  
1745  
1746  <span class="md-ellipsis">
1747    
1748  
1749    Course Projects Showcase
1750  
1751
1752    
1753  </span>
1754  
1755  
1756
1757      </a>
1758    </li>
1759  
1760
1761              
1762            
1763              
1764                
1765  
1766  
1767  
1768  
1769    <li class="md-nav__item">
1770      <a href="../spring2021/lecture-1/" class="md-nav__link">
1771        
1772  
1773  
1774  <span class="md-ellipsis">
1775    
1776  
1777    Lecture 1: DL Fundamentals
1778  
1779
1780    
1781  </span>
1782  
1783  
1784
1785      </a>
1786    </li>
1787  
1788
1789              
1790            
1791              
1792                
1793  
1794  
1795  
1796  
1797    <li class="md-nav__item">
1798      <a href="../spring2021/lab-1/" class="md-nav__link">
1799        
1800  
1801  
1802  <span class="md-ellipsis">
1803    
1804  
1805    Lab 1: Setup and Introduction
1806  
1807
1808    
1809  </span>
1810  
1811  
1812
1813      </a>
1814    </li>
1815  
1816
1817              
1818            
1819              
1820                
1821  
1822  
1823  
1824  
1825    <li class="md-nav__item">
1826      <a href="../spring2021/notebook-1/" class="md-nav__link">
1827        
1828  
1829  
1830  <span class="md-ellipsis">
1831    
1832  
1833    Notebook: Coding a neural net
1834  
1835
1836    
1837  </span>
1838  
1839  
1840
1841      </a>
1842    </li>
1843  
1844
1845              
1846            
1847              
1848                
1849  
1850  
1851  
1852  
1853    <li class="md-nav__item">
1854      <a href="../spring2021/lecture-2a/" class="md-nav__link">
1855        
1856  
1857  
1858  <span class="md-ellipsis">
1859    
1860  
1861    Lecture 2A: CNNs
1862  
1863
1864    
1865  </span>
1866  
1867  
1868
1869      </a>
1870    </li>
1871  
1872
1873              
1874            
1875              
1876                
1877  
1878  
1879  
1880  
1881    <li class="md-nav__item">
1882      <a href="../spring2021/lecture-2b/" class="md-nav__link">
1883        
1884  
1885  
1886  <span class="md-ellipsis">
1887    
1888  
1889    Lecture 2B: Computer Vision
1890  
1891
1892    
1893  </span>
1894  
1895  
1896
1897      </a>
1898    </li>
1899  
1900
1901              
1902            
1903              
1904                
1905  
1906  
1907  
1908  
1909    <li class="md-nav__item">
1910      <a href="../spring2021/lab-2/" class="md-nav__link">
1911        
1912  
1913  
1914  <span class="md-ellipsis">
1915    
1916  
1917    Lab 2: CNNs and Synthetic Data
1918  
1919
1920    
1921  </span>
1922  
1923  
1924
1925      </a>
1926    </li>
1927  
1928
1929              
1930            
1931              
1932                
1933  
1934  
1935  
1936  
1937    <li class="md-nav__item">
1938      <a href="../spring2021/lecture-3/" class="md-nav__link">
1939        
1940  
1941  
1942  <span class="md-ellipsis">
1943    
1944  
1945    Lecture 3: RNNs
1946  
1947
1948    
1949  </span>
1950  
1951  
1952
1953      </a>
1954    </li>
1955  
1956
1957              
1958            
1959              
1960                
1961  
1962  
1963  
1964  
1965    <li class="md-nav__item">
1966      <a href="../spring2021/lab-3/" class="md-nav__link">
1967        
1968  
1969  
1970  <span class="md-ellipsis">
1971    
1972  
1973    Lab 3: RNNs
1974  
1975
1976    
1977  </span>
1978  
1979  
1980
1981      </a>
1982    </li>
1983  
1984
1985              
1986            
1987              
1988                
1989  
1990  
1991  
1992  
1993    <li class="md-nav__item">
1994      <a href="../spring2021/lecture-4/" class="md-nav__link">
1995        
1996  
1997  
1998  <span class="md-ellipsis">
1999    
2000  
2001    Lecture 4: Transformers
2002  
2003
2004    
2005  </span>
2006  
2007  
2008
2009      </a>
2010    </li>
2011  
2012
2013              
2014            
2015              
2016                
2017  
2018  
2019  
2020  
2021    <li class="md-nav__item">
2022      <a href="../spring2021/lab-4/" class="md-nav__link">
2023        
2024  
2025  
2026  <span class="md-ellipsis">
2027    
2028  
2029    Lab 4: Transformers
2030  
2031
2032    
2033  </span>
2034  
2035  
2036
2037      </a>
2038    </li>
2039  
2040
2041              
2042            
2043              
2044                
2045  
2046  
2047  
2048  
2049    <li class="md-nav__item">
2050      <a href="../spring2021/lecture-5/" class="md-nav__link">
2051        
2052  
2053  
2054  <span class="md-ellipsis">
2055    
2056  
2057    Lecture 5: ML Projects
2058  
2059
2060    
2061  </span>
2062  
2063  
2064
2065      </a>
2066    </li>
2067  
2068
2069              
2070            
2071              
2072                
2073  
2074  
2075  
2076  
2077    <li class="md-nav__item">
2078      <a href="../spring2021/lecture-6/" class="md-nav__link">
2079        
2080  
2081  
2082  <span class="md-ellipsis">
2083    
2084  
2085    Lecture 6: MLOps Infrastructure &amp; Tooling
2086  
2087
2088    
2089  </span>
2090  
2091  
2092
2093      </a>
2094    </li>
2095  
2096
2097              
2098            
2099              
2100                
2101  
2102  
2103  
2104  
2105    <li class="md-nav__item">
2106      <a href="../spring2021/lab-5/" class="md-nav__link">
2107        
2108  
2109  
2110  <span class="md-ellipsis">
2111    
2112  
2113    Lab 5: Experiment Management
2114  
2115
2116    
2117  </span>
2118  
2119  
2120
2121      </a>
2122    </li>
2123  
2124
2125              
2126            
2127              
2128                
2129  
2130  
2131  
2132  
2133    <li class="md-nav__item">
2134      <a href="../spring2021/lecture-7/" class="md-nav__link">
2135        
2136  
2137  
2138  <span class="md-ellipsis">
2139    
2140  
2141    Lecture 7: Troubleshooting Deep Neural Networks
2142  
2143
2144    
2145  </span>
2146  
2147  
2148
2149      </a>
2150    </li>
2151  
2152
2153              
2154            
2155              
2156                
2157  
2158  
2159  
2160  
2161    <li class="md-nav__item">
2162      <a href="../spring2021/lecture-8/" class="md-nav__link">
2163        
2164  
2165  
2166  <span class="md-ellipsis">
2167    
2168  
2169    Lecture 8: Data Management
2170  
2171
2172    
2173  </span>
2174  
2175  
2176
2177      </a>
2178    </li>
2179  
2180
2181              
2182            
2183              
2184                
2185  
2186  
2187  
2188  
2189    <li class="md-nav__item">
2190      <a href="../spring2021/lab-6/" class="md-nav__link">
2191        
2192  
2193  
2194  <span class="md-ellipsis">
2195    
2196  
2197    Lab 6: Data Labeling
2198  
2199
2200    
2201  </span>
2202  
2203  
2204
2205      </a>
2206    </li>
2207  
2208
2209              
2210            
2211              
2212                
2213  
2214  
2215  
2216  
2217    <li class="md-nav__item">
2218      <a href="../spring2021/lecture-9/" class="md-nav__link">
2219        
2220  
2221  
2222  <span class="md-ellipsis">
2223    
2224  
2225    Lecture 9: AI Ethics
2226  
2227
2228    
2229  </span>
2230  
2231  
2232
2233      </a>
2234    </li>
2235  
2236
2237              
2238            
2239              
2240                
2241  
2242  
2243  
2244  
2245    <li class="md-nav__item">
2246      <a href="../spring2021/lab-7/" class="md-nav__link">
2247        
2248  
2249  
2250  <span class="md-ellipsis">
2251    
2252  
2253    Lab 7: Paragraph Recognition
2254  
2255
2256    
2257  </span>
2258  
2259  
2260
2261      </a>
2262    </li>
2263  
2264
2265              
2266            
2267              
2268                
2269  
2270  
2271  
2272  
2273    <li class="md-nav__item">
2274      <a href="../spring2021/lecture-10/" class="md-nav__link">
2275        
2276  
2277  
2278  <span class="md-ellipsis">
2279    
2280  
2281    Lecture 10: Testing &amp; Explainability
2282  
2283
2284    
2285  </span>
2286  
2287  
2288
2289      </a>
2290    </li>
2291  
2292
2293              
2294            
2295              
2296                
2297  
2298  
2299  
2300  
2301    <li class="md-nav__item">
2302      <a href="../spring2021/lab-8/" class="md-nav__link">
2303        
2304  
2305  
2306  <span class="md-ellipsis">
2307    
2308  
2309    Lab 8: Testing &amp; CI
2310  
2311
2312    
2313  </span>
2314  
2315  
2316
2317      </a>
2318    </li>
2319  
2320
2321              
2322            
2323              
2324                
2325  
2326  
2327  
2328  
2329    <li class="md-nav__item">
2330      <a href="../spring2021/lecture-11/" class="md-nav__link">
2331        
2332  
2333  
2334  <span class="md-ellipsis">
2335    
2336  
2337    Lecture 11: Deployment &amp; Monitoring
2338  
2339
2340    
2341  </span>
2342  
2343  
2344
2345      </a>
2346    </li>
2347  
2348
2349              
2350            
2351              
2352                
2353  
2354  
2355  
2356  
2357    <li class="md-nav__item">
2358      <a href="../spring2021/lab-9/" class="md-nav__link">
2359        
2360  
2361  
2362  <span class="md-ellipsis">
2363    
2364  
2365    Lab 9: Web Deployment
2366  
2367
2368    
2369  </span>
2370  
2371  
2372
2373      </a>
2374    </li>
2375  
2376
2377              
2378            
2379              
2380                
2381  
2382  
2383  
2384  
2385    <li class="md-nav__item">
2386      <a href="../spring2021/lecture-12/" class="md-nav__link">
2387        
2388  
2389  
2390  <span class="md-ellipsis">
2391    
2392  
2393    Lecture 12: Research Directions
2394  
2395
2396    
2397  </span>
2398  
2399  
2400
2401      </a>
2402    </li>
2403  
2404
2405              
2406            
2407              
2408                
2409  
2410  
2411  
2412  
2413    <li class="md-nav__item">
2414      <a href="../spring2021/lecture-13/" class="md-nav__link">
2415        
2416  
2417  
2418  <span class="md-ellipsis">
2419    
2420  
2421    Lecture 13: ML Teams and Startups
2422  
2423
2424    
2425  </span>
2426  
2427  
2428
2429      </a>
2430    </li>
2431  
2432
2433              
2434            
2435              
2436                
2437  
2438  
2439  
2440  
2441    <li class="md-nav__item">
2442      <a href="../spring2021/panel/" class="md-nav__link">
2443        
2444  
2445  
2446  <span class="md-ellipsis">
2447    
2448  
2449    Panel Discussion: Do I need a PhD to work in ML?
2450  
2451
2452    
2453  </span>
2454  
2455  
2456
2457      </a>
2458    </li>
2459  
2460
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2477    <li class="md-nav__item">
2478      <a href="https://bit.ly/berkeleyfsdl" class="md-nav__link">
2479        
2480  
2481  
2482  <span class="md-ellipsis">
2483    
2484  
2485    FSDL 2021 (Berkeley)
2486  
2487
2488    
2489  </span>
2490  
2491  
2492
2493      </a>
2494    </li>
2495  
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2500                
2501  
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2503  
2504  
2505    <li class="md-nav__item">
2506      <a href="https://bit.ly/uwfsdl" class="md-nav__link">
2507        
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2511    
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2513    FSDL 2020 (UW)
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2534      <a href="https://fall2019.fullstackdeeplearning.com" class="md-nav__link">
2535        
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2539    
2540  
2541    FSDL 2019 (Online)
2542  
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2546  
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2548
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2569    FSDL 2019 (Bootcamp)
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2573  </span>
2574  
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2576
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2578    </li>
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2590      <a href="/august2018.html" class="md-nav__link">
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2597    FSDL 2018 (Bootcamp)
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2667    Cloud GPUs
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2711      
2712        Introducing the Multiplayer AI Manifesto
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2741
2742<h1 id="working-with-ai-agents">Working with AI Agents</h1>
2743<p>How do we work with AI agents together? Explore ideas and practical lessons for bringing agents into the way teams build products and get work done.</p>
2744<h2 id="introducing-the-multiplayer-ai-manifesto">Introducing the Multiplayer AI Manifesto</h2>
2745<p>Sergey Karayev introduces five principles for working with AI agents as a team, from shared context and open collaboration to continuous learning.</p>
2746<p><a class="md-button md-button--primary" href="multiplayer-ai-manifesto/">Read the introduction</a></p>
2747
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