{"id":6510,"date":"2026-05-22T10:30:09","date_gmt":"2026-05-22T02:30:09","guid":{"rendered":"https:\/\/www.killtest.hk\/?p=6510"},"modified":"2026-05-22T10:30:09","modified_gmt":"2026-05-22T02:30:09","slug":"nvidia-nca-genl-%e8%aa%8d%e8%ad%89%e5%ad%b8%e7%bf%92%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/www.killtest.hk\/index.php\/killtest\/nvidia-nca-genl-%e8%aa%8d%e8%ad%89%e5%ad%b8%e7%bf%92%e6%8c%87%e5%8d%97\/","title":{"rendered":"NVIDIA NCA-GENL \u8a8d\u8b49\u5b78\u7fd2\u6307\u5357"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\">NVIDIA NCA-GENL \u8a8d\u8b49\u5b78\u7fd2\u6307\u5357<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">AI \/ LLM \u5165\u9580\u8b49\u7167\u5b8c\u6574\u89e3\u6790\uff08\u9069\u5408\u5927\u5b78\u751f\u8207\u8f49\u8077\u8005\uff09<\/h2>\n\n\n\n<h1 class=\"wp-block-heading\">\u524d\u8a00<\/h1>\n\n\n\n<p>\u8fd1\u5e74\u4f86\uff0c\u751f\u6210\u5f0f AI\uff08Generative AI\uff09\u8207\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u5feb\u901f\u5d1b\u8d77\uff0c\u8b93 AI \u5de5\u7a0b\u5e2b\u3001LLM Engineer\u3001AI Platform Engineer \u7b49\u8077\u4f4d\u9700\u6c42\u66b4\u589e\u3002<br>\u800c NVIDIA \u4f5c\u70ba\u5168\u7403 GPU \u8207 AI \u57fa\u790e\u8a2d\u65bd\u7684\u6838\u5fc3\u516c\u53f8\uff0c\u4e5f\u63a8\u51fa\u4e86\u81ea\u5df1\u7684 AI \u8a8d\u8b49\u9ad4\u7cfb\u3002<br>\u5176\u4e2d\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>NVIDIA Certified Associate \u2014 Generative AI and LLMs\uff08<a href=\"https:\/\/www.killtest.net\/NVIDIA-Certified-Associate\/NCA-GENL.asp\">NCA-GENL<\/a>\uff09<br>\u5c31\u662f\u76ee\u524d\u975e\u5e38\u9069\u5408\u4ee5\u4e0b\u4eba\u54e1\u7684\u4e00\u5f35 AI \u5165\u9580\u7d1a\u8a8d\u8b49\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5927\u5b78\u751f<\/li>\n\n\n\n<li>AI \u521d\u5b78\u8005<\/li>\n\n\n\n<li>IT \u8f49\u8077\u8005<\/li>\n\n\n\n<li>\u60f3\u9032\u5165 AI \u9818\u57df\u7684\u4eba<\/li>\n<\/ul>\n<\/blockquote>\n\n\n\n<p>\u672c\u6587\u5c07\u5b8c\u6574\u4ecb\u7d39\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>NCA-GENL \u662f\u4ec0\u9ebc<\/li>\n\n\n\n<li>\u9069\u5408\u54ea\u4e9b\u4eba<\/li>\n\n\n\n<li>\u5982\u4f55\u5b78\u7fd2<\/li>\n\n\n\n<li>\u61c9\u8a72\u5f9e\u54ea\u4e9b\u77e5\u8b58\u958b\u59cb<\/li>\n\n\n\n<li>\u63a8\u85a6\u7684\u5b78\u7fd2\u8def\u7dda<\/li>\n\n\n\n<li>\u514d\u8cbb\u5b78\u7fd2\u8cc7\u6e90<\/li>\n\n\n\n<li>\u5be6\u6230\u5c08\u6848\u65b9\u5411<br>\u5e6b\u52a9\u4f60\u5feb\u901f\u5efa\u7acb AI \/ LLM \u7684\u57fa\u790e\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<h1 class=\"wp-block-heading\">\u4e00\u3001NCA-GENL \u662f\u4ec0\u9ebc\uff1f<\/h1>\n\n\n\n<p>NCA-GENL \u5168\u540d\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>NVIDIA Certified Associate \u2014 Generative AI and LLMs<br>\u5b83\u5c6c\u65bc NVIDIA \u5b98\u65b9 AI \u8a8d\u8b49\u9ad4\u7cfb\u4e2d\u7684\uff1a<br>\u751f\u6210\u5f0f AI\uff08Generative AI\uff09\u8207\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u65b9\u5411<br>\u8207\u50b3\u7d71\u53ea\u8003\u7406\u8ad6\u7684 AI \u8ab2\u7a0b\u4e0d\u540c\uff0cNCA-GENL \u66f4\u504f\u5411\uff1a<br>\u300cAI \u5de5\u7a0b\u5be6\u52d9\u5c0e\u5411\u300d<br>\u4e5f\u5c31\u662f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5982\u4f55\u7406\u89e3 LLM<\/li>\n\n\n\n<li>\u5982\u4f55\u4f7f\u7528 AI \u5de5\u5177<\/li>\n\n\n\n<li>\u5982\u4f55\u9032\u884c Prompt Engineering<\/li>\n\n\n\n<li>\u5982\u4f55\u5efa\u7acb RAG \u7cfb\u7d71<\/li>\n\n\n\n<li>\u5982\u4f55\u7406\u89e3 GPU \u8207 AI \u63a8\u7406<\/li>\n\n\n\n<li>\u5982\u4f55\u90e8\u7f72 AI \u6a21\u578b<br>\u800c\u4e0d\u662f\u504f\u7814\u7a76\u578b\u7684\u6df1\u5ea6\u6578\u5b78\u3002<br>\u56e0\u6b64\uff0c\u5b83\u975e\u5e38\u9069\u5408\u4f5c\u70ba AI \u5de5\u7a0b\u65b9\u5411\u7684\u7b2c\u4e00\u5f35\u8b49\u7167\u3002<\/li>\n<\/ul>\n<\/blockquote>\n\n\n\n<h1 class=\"wp-block-heading\">\u4e8c\u3001\u9019\u5f35\u8b49\u7167\u9069\u5408\u54ea\u4e9b\u4eba\uff1f<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">\u975e\u5e38\u9069\u5408\uff1a<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u5927\u5b78\u751f<\/h3>\n\n\n\n<p>\u5982\u679c\u4f60\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u525b\u7562\u696d<\/li>\n\n\n\n<li>\u4e0d\u77e5\u9053\u672a\u4f86\u65b9\u5411<\/li>\n\n\n\n<li>\u60f3\u9032\u5165\u9ad8\u85aa\u6280\u8853\u9818\u57df<\/li>\n\n\n\n<li>\u5c0d AI \u6709\u8208\u8da3<br>\u90a3\u9ebc NCA-GENL \u662f\u975e\u5e38\u597d\u7684 AI \u5165\u9580\u8b49\u7167\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u60f3\u8f49\u8077 AI \u7684 IT \u5de5\u4f5c\u8005<\/h3>\n\n\n\n<p>\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Helpdesk<\/li>\n\n\n\n<li>\u7cfb\u7d71\u5de5\u7a0b\u5e2b<\/li>\n\n\n\n<li>\u7db2\u8def\u5de5\u7a0b\u5e2b<\/li>\n\n\n\n<li>\u96f2\u7aef\u5de5\u7a0b\u5e2b<\/li>\n\n\n\n<li>DevOps<br>\u90fd\u53ef\u4ee5\u900f\u904e\u9019\u5f35\u8b49\u7167\u958b\u59cb\u63a5\u89f8 AI \u5de5\u7a0b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u60f3\u9032 AI \u65b0\u5275\u6216\u5916\u5546\u516c\u53f8\u7684\u4eba<\/h3>\n\n\n\n<p>\u76ee\u524d\u5f88\u591a\u516c\u53f8\u6b63\u5728\u62db\u52df\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>GenAI Engineer<\/li>\n\n\n\n<li>AI Application Engineer<\/li>\n\n\n\n<li>AI Platform Engineer<\/li>\n\n\n\n<li>LLM Engineer<br>\u800c NVIDIA \u8a8d\u8b49\u7684\u8fa8\u8b58\u5ea6\u6b63\u5728\u5feb\u901f\u63d0\u5347\u3002<\/li>\n<\/ul>\n\n\n\n<h1 class=\"wp-block-heading\">\u4e09\u3001NCA-GENL \u8003\u8a66\u91cd\u9ede\u65b9\u5411<\/h1>\n\n\n\n<p>\u9019\u5f35\u8003\u8a66\u4e3b\u8981\u9a57\u8b49\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u4f60\u662f\u5426\u7406\u89e3\u73fe\u4ee3\u751f\u6210\u5f0f AI \u7684\u5de5\u4f5c\u6d41\u7a0b\u3002<br>\u4e3b\u8981\u8003\u9ede\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Generative AI \u57fa\u790e<\/li>\n\n\n\n<li>LLM \u57fa\u790e<\/li>\n\n\n\n<li>Transformer \u6982\u5ff5<\/li>\n\n\n\n<li>Prompt Engineering<\/li>\n\n\n\n<li>RAG\uff08Retrieval-Augmented Generation\uff09<\/li>\n\n\n\n<li>Fine-tuning \u57fa\u672c\u6982\u5ff5<\/li>\n\n\n\n<li>GPU \u8207 CUDA \u6982\u5ff5<\/li>\n\n\n\n<li>AI \u63a8\u7406\uff08Inference\uff09<\/li>\n\n\n\n<li>NVIDIA AI \u751f\u614b<\/li>\n\n\n\n<li>AI \u5b89\u5168\u8207\u502b\u7406<\/li>\n<\/ul>\n<\/blockquote>\n\n\n\n<h1 class=\"wp-block-heading\">\u56db\u3001\u6700\u63a8\u85a6\u7684\u5b78\u7fd2\u65b9\u5f0f<\/h1>\n\n\n\n<p>\u5f88\u591a\u521d\u5b78\u8005\u4e00\u958b\u59cb\u6703\u72af\u4e00\u500b\u932f\u8aa4\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u72c2\u770b\u8ad6\u6587<\/li>\n\n\n\n<li>\u72c2\u5b78\u6578\u5b78<\/li>\n\n\n\n<li>\u72c2\u80cc\u516c\u5f0f<br>\u7d50\u679c\u5f88\u5feb\u5c31\u653e\u68c4\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5176\u5be6\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>NCA-GENL \u66f4\u9069\u5408\u300c\u5de5\u7a0b\u5be6\u4f5c\u5c0e\u5411\u300d\u5b78\u7fd2\u6cd5\u3002<br>\u4f60\u4e0d\u9700\u8981\u5148\u8b8a\u6210 AI \u7814\u7a76\u54e1\u3002<br>\u800c\u662f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5148\u7406\u89e3 AI \u5982\u4f55\u904b\u4f5c<\/li>\n\n\n\n<li>\u518d\u5b78\u7fd2\u5982\u4f55\u5be6\u4f5c<\/li>\n\n\n\n<li>\u6700\u5f8c\u7406\u89e3\u90e8\u7f72\u8207\u61c9\u7528<br>\u9019\u6a23\u6703\u8f15\u9b06\u5f88\u591a\u3002<\/li>\n<\/ul>\n<\/blockquote>\n\n\n\n<h1 class=\"wp-block-heading\">\u4e94\u3001\u7b2c\u4e00\u968e\u6bb5\uff1a\u5efa\u7acb AI \/ LLM \u57fa\u790e\u89c0\u5ff5<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">1. \u7406\u89e3 Generative AI \u662f\u4ec0\u9ebc<\/h2>\n\n\n\n<p>\u4f60\u81f3\u5c11\u8981\u77e5\u9053\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6280\u8853<\/th><th>\u529f\u80fd<\/th><\/tr><\/thead><tbody><tr><td>Machine Learning<\/td><td>\u9810\u6e2c\u8207\u5206\u985e<\/td><\/tr><tr><td>Deep Learning<\/td><td>\u6df1\u5ea6\u795e\u7d93\u7db2\u8def<\/td><\/tr><tr><td>Generative AI<\/td><td>\u751f\u6210\u5167\u5bb9<\/td><\/tr><tr><td>\u4f8b\u5982\uff1a<\/td><td><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>ChatGPT<\/li>\n\n\n\n<li>Claude<\/li>\n\n\n\n<li>Gemini<\/li>\n\n\n\n<li>Midjourney<br>\u90fd\u5c6c\u65bc Generative AI\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">2. \u7406\u89e3 LLM \u57fa\u790e\u6982\u5ff5<\/h2>\n\n\n\n<p>\u5fc5\u61c2\u540d\u8a5e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Token<\/li>\n\n\n\n<li>Context Window<\/li>\n\n\n\n<li>Parameters<\/li>\n\n\n\n<li>Training<\/li>\n\n\n\n<li>Inference<br>\u4f60\u4e0d\u4e00\u5b9a\u8981\u61c2\u6578\u5b78\u63a8\u5c0e\u3002<br>\u4f46\u81f3\u5c11\u8981\u77e5\u9053\uff1a<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>LLM \u70ba\u4ec0\u9ebc\u80fd\u7406\u89e3\u8a9e\u8a00\u3002<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">3. Transformer \u67b6\u69cb<\/h2>\n\n\n\n<p>Transformer \u662f\u73fe\u4ee3 LLM \u7684\u6838\u5fc3\u3002<br>\u81f3\u5c11\u8981\u7406\u89e3\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Attention<\/li>\n\n\n\n<li>Self-Attention<\/li>\n\n\n\n<li>Embedding<\/li>\n\n\n\n<li>Tokenization<br>\u4e0d\u7528\u63a8\u516c\u5f0f\u3002<br>\u4f46\u8981\u77e5\u9053\uff1a<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u70ba\u4ec0\u9ebc Transformer \u6bd4\u50b3\u7d71 RNN \u66f4\u5f37\u3002<\/p>\n<\/blockquote>\n\n\n\n<h1 class=\"wp-block-heading\">\u516d\u3001\u7b2c\u4e8c\u968e\u6bb5\uff1aPrompt Engineering<\/h1>\n\n\n\n<p>Prompt Engineering \u662f\u9ad8\u983b\u8003\u9ede\u3002<br>\u4e5f\u662f AI \u5de5\u7a0b\u7684\u91cd\u8981\u80fd\u529b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5fc5\u5b78\u5167\u5bb9<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. Zero-shot Prompting<\/h3>\n\n\n\n<p>\u4e0d\u7d66\u7bc4\u4f8b\uff0c\u76f4\u63a5\u8981\u6c42\u6a21\u578b\u56de\u7b54\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. One-shot Prompting<\/h3>\n\n\n\n<p>\u7d66\u4e00\u500b\u7bc4\u4f8b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. Few-shot Prompting<\/h3>\n\n\n\n<p>\u7d66\u591a\u500b\u7bc4\u4f8b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u9084\u8981\u7406\u89e3\uff1a<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5982\u4f55\u8b93\u6a21\u578b\u56de\u7b54\u66f4\u6e96<\/li>\n\n\n\n<li>\u5982\u4f55\u9650\u5236\u8f38\u51fa\u683c\u5f0f<\/li>\n\n\n\n<li>\u5982\u4f55\u964d\u4f4e hallucination<\/li>\n\n\n\n<li>\u5982\u4f55\u8b93\u6a21\u578b\u9075\u5faa\u898f\u5247<\/li>\n<\/ul>\n\n\n\n<h1 class=\"wp-block-heading\">\u4e03\u3001\u7b2c\u4e09\u968e\u6bb5\uff1aRAG\uff08\u8d85\u91cd\u8981\uff09<\/h1>\n\n\n\n<p>\u76ee\u524d\u4f01\u696d AI \u6700\u71b1\u9580\u6280\u8853\u4e4b\u4e00\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>RAG\uff08Retrieval-Augmented Generation\uff09<br>\u5e7e\u4e4e\u4e00\u5b9a\u6703\u8003\u3002<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">RAG \u7684\u6838\u5fc3\u6d41\u7a0b<\/h2>\n\n\n\n<p>\u6587\u4ef6 \u2192 Embedding \u2192 Vector DB \u2192 Retrieval \u2192 LLM \u56de\u7b54<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5fc5\u61c2\u540d\u8a5e<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Embedding<\/h3>\n\n\n\n<p>\u628a\u6587\u5b57\u8f49\u63db\u6210\u5411\u91cf\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Chunking<\/h3>\n\n\n\n<p>\u628a\u9577\u6587\u4ef6\u5207\u584a\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Vector Database<\/h3>\n\n\n\n<p>\u5132\u5b58\u5411\u91cf\u8cc7\u6599\u3002<br>\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>FAISS<\/li>\n\n\n\n<li>ChromaDB<\/li>\n\n\n\n<li>Pinecone<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Similarity Search<\/h3>\n\n\n\n<p>\u67e5\u627e\u6700\u76f8\u8fd1\u7684\u5167\u5bb9\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u516b\u3001\u7b2c\u56db\u968e\u6bb5\uff1aFine-tuning \u8207\u63a8\u7406<\/h1>\n\n\n\n<p>\u4f60\u4e0d\u9700\u8981\u6703\u8a13\u7df4\u8d85\u5927\u578b\u6a21\u578b\u3002<br>\u4f46\u5fc5\u9808\u7406\u89e3\u6982\u5ff5\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Fine-tuning \u662f\u4ec0\u9ebc\uff1f<\/h2>\n\n\n\n<p>\u76ee\u7684\u662f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5ba2\u88fd\u5316\u6a21\u578b<\/li>\n\n\n\n<li>\u63d0\u5347\u7279\u5b9a\u9818\u57df\u6548\u679c<\/li>\n<\/ul>\n\n\n\n<p>\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6cd5\u5f8b AI<\/li>\n\n\n\n<li>\u91ab\u7642 AI<\/li>\n\n\n\n<li>\u91d1\u878d AI<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u5fc5\u61c2\u540d\u8a5e<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u540d\u8a5e<\/th><th>\u91cd\u9ede<\/th><\/tr><\/thead><tbody><tr><td>Fine-tuning<\/td><td>\u5b8c\u6574\u6a21\u578b\u5fae\u8abf<\/td><\/tr><tr><td>LoRA<\/td><td>\u8f15\u91cf\u5316\u5fae\u8abf<\/td><\/tr><tr><td>Quantization<\/td><td>\u6a21\u578b\u58d3\u7e2e<\/td><\/tr><tr><td>Inference<\/td><td>\u6a21\u578b\u63a8\u7406<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h1 class=\"wp-block-heading\">\u4e5d\u3001\u7b2c\u4e94\u968e\u6bb5\uff1aNVIDIA AI \u751f\u614b<\/h1>\n\n\n\n<p>\u9019\u662f NVIDIA \u8b49\u7167\u3002<br>\u6240\u4ee5\u4e00\u5b9a\u6703\u8003 NVIDIA \u751f\u614b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1. CUDA<\/h2>\n\n\n\n<p>\u4e0d\u7528\u5beb CUDA\u3002<br>\u4f46\u8981\u77e5\u9053\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>GPU \u70ba\u4ec0\u9ebc\u9069\u5408 AI<\/li>\n\n\n\n<li>\u5e73\u884c\u904b\u7b97\u6982\u5ff5<\/li>\n\n\n\n<li>CUDA \u662f NVIDIA GPU \u8a08\u7b97\u5e73\u53f0<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">2. TensorRT<\/h2>\n\n\n\n<p>\u4f5c\u7528\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>AI \u63a8\u7406\u52a0\u901f\u3002<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">3. NVIDIA NeMo<\/h2>\n\n\n\n<p>\u7528\u9014\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LLM \u8a13\u7df4<\/li>\n\n\n\n<li>\u6a21\u578b\u5ba2\u88fd\u5316<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">4. Triton Inference Server<\/h2>\n\n\n\n<p>\u7528\u9014\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI \u6a21\u578b\u90e8\u7f72<\/li>\n\n\n\n<li>AI \u63a8\u7406\u670d\u52d9<\/li>\n<\/ul>\n\n\n\n<h1 class=\"wp-block-heading\">\u5341\u3001\u7b2c\u516d\u968e\u6bb5\uff1aAI \u5b89\u5168\u8207\u502b\u7406<\/h1>\n\n\n\n<p>\u73fe\u5728 AI \u8b49\u7167\u90fd\u975e\u5e38\u91cd\u8996\u9019\u90e8\u5206\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5e38\u898b\u8003\u9ede<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Hallucination<\/li>\n\n\n\n<li>Bias<\/li>\n\n\n\n<li>Data Privacy<\/li>\n\n\n\n<li>Responsible AI<\/li>\n\n\n\n<li>AI \u5b89\u5168<\/li>\n<\/ul>\n\n\n\n<h1 class=\"wp-block-heading\">\u5341\u4e00\u3001\u6700\u63a8\u85a6\u7684\u5b78\u7fd2\u9806\u5e8f<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c 1 \u9031\uff1aPython \u57fa\u790e<\/h2>\n\n\n\n<p>\u81f3\u5c11\u719f\u6089\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>list<\/li>\n\n\n\n<li>dict<\/li>\n\n\n\n<li>function<\/li>\n\n\n\n<li>class<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c 2 \u9031\uff1aLLM \u57fa\u790e<\/h2>\n\n\n\n<p>\u63a8\u85a6\u5de5\u5177\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>ChatGPT API<\/li>\n\n\n\n<li>Hugging Face<\/li>\n\n\n\n<li>Ollama<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c 3 \u9031\uff1aRAG<\/h2>\n\n\n\n<p>\u5efa\u8b70\u5be6\u4f5c\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>PDF \u554f\u7b54\u7cfb\u7d71<br>\u9019\u6703\u5e6b\u4f60\u5feb\u901f\u7406\u89e3\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Embedding<\/li>\n\n\n\n<li>Vector DB<\/li>\n\n\n\n<li>Retrieval<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c 4 \u9031\uff1aPrompt Engineering<\/h2>\n\n\n\n<p>\u7df4\u7fd2\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Few-shot<\/li>\n\n\n\n<li>\u7d50\u69cb\u5316\u8f38\u51fa<\/li>\n\n\n\n<li>Agent Prompt<\/li>\n<\/ul>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c 5 \u9031\uff1aNVIDIA AI \u751f\u614b<\/h2>\n\n\n\n<p>\u7406\u89e3\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>CUDA<\/li>\n\n\n\n<li>TensorRT<\/li>\n\n\n\n<li>NeMo<\/li>\n\n\n\n<li>Triton<br>\u7528\u9014\u5373\u53ef\u3002<\/li>\n<\/ul>\n\n\n\n<h1 class=\"wp-block-heading\">\u5341\u4e8c\u3001\u63a8\u85a6\u514d\u8cbb\u5b78\u7fd2\u8cc7\u6e90<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">NVIDIA DLI\uff08\u5b98\u65b9\u514d\u8cbb\u8ab2\u7a0b\uff09<\/h2>\n\n\n\n<p>NVIDIA Deep Learning Institute \u63d0\u4f9b\u5927\u91cf AI \u8ab2\u7a0b\u3002<br>\u975e\u5e38\u9069\u5408\u8003\u524d\u5b78\u7fd2\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Hugging Face Course<\/h2>\n\n\n\n<p>LLM \u5165\u9580\u795e\u7d1a\u6559\u6750\u3002<br>\u975e\u5e38\u63a8\u85a6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">LangChain \u5b98\u65b9\u6587\u4ef6<\/h2>\n\n\n\n<p>\u5b78\u7fd2 RAG \u7684\u91cd\u8981\u8cc7\u6e90\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u5341\u4e09\u3001\u6700\u63a8\u85a6\u7684\u5be6\u6230\u5c08\u6848<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">1. PDF Chatbot<\/h2>\n\n\n\n<p>\u4f60\u6703\u5b78\u5230\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>RAG<\/li>\n\n\n\n<li>Embedding<\/li>\n\n\n\n<li>Vector Database<br>\u975e\u5e38\u9069\u5408\u653e\u5c65\u6b77\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">2. \u672c\u5730 LLM \u90e8\u7f72<\/h2>\n\n\n\n<p>\u63a8\u85a6\u5de5\u5177\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ollama<\/li>\n\n\n\n<li>LM Studio<br>\u53ef\u4ee5\u5feb\u901f\u7406\u89e3\u6a21\u578b\u90e8\u7f72\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">3. AI Agent<\/h2>\n\n\n\n<p>\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u81ea\u52d5\u67e5\u8cc7\u6599<\/li>\n\n\n\n<li>\u81ea\u52d5\u6458\u8981<\/li>\n\n\n\n<li>\u81ea\u52d5\u5206\u6790 PDF<br>\u9019\u4e9b\u90fd\u975e\u5e38\u6709\u5c65\u6b77\u50f9\u503c\u3002<\/li>\n<\/ul>\n\n\n\n<h1 class=\"wp-block-heading\">\u5341\u56db\u3001\u8003\u8a66\u96e3\u5ea6\u5206\u6790<\/h1>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9805\u76ee<\/th><th>\u96e3\u5ea6<\/th><\/tr><\/thead><tbody><tr><td>AI \u7406\u8ad6<\/td><td>\u4e2d\u7b49<\/td><\/tr><tr><td>\u6578\u5b78<\/td><td>\u5f88\u4f4e<\/td><\/tr><tr><td>\u7a0b\u5f0f\u80fd\u529b<\/td><td>\u521d\u4e2d\u968e<\/td><\/tr><tr><td>NVIDIA \u751f\u614b<\/td><td>\u4e2d\u7b49<\/td><\/tr><tr><td>\u5be6\u4f5c\u7406\u89e3<\/td><td>\u5f88\u91cd\u8981<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u6574\u9ad4\u4f86\u8aaa\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u6bd4\u50b3\u7d71 AI \u8ab2\u7a0b\u5bb9\u6613\u5165\u9580\u3002<br>\u4f46\u6bd4\u4e00\u822c\u57fa\u790e IT \u8b49\u7167\u66f4\u504f\u5be6\u52d9\u3002<\/p>\n<\/blockquote>\n\n\n\n<h1 class=\"wp-block-heading\">\u5341\u4e94\u3001\u5c0d\u5927\u5b78\u751f\u7684\u5efa\u8b70<\/h1>\n\n\n\n<p>\u5982\u679c\u4f60\u73fe\u5728\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0d\u77e5\u9053\u672a\u4f86\u65b9\u5411<\/li>\n\n\n\n<li>\u4e0d\u60f3\u53ea\u505a Helpdesk<\/li>\n\n\n\n<li>\u60f3\u9032\u9ad8\u6210\u9577\u9818\u57df<\/li>\n\n\n\n<li>\u5c0d AI \u6709\u8208\u8da3<br>\u90a3\u9ebc\uff1a<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>AI + LLM + GPU<br>\u6703\u662f\u672a\u4f86\u6578\u5e74\u975e\u5e38\u503c\u5f97\u6295\u5165\u7684\u65b9\u5411\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\u800c NCA-GENL\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6bd4 AI-900 \u66f4\u8cbc\u8fd1\u5be6\u52d9<\/li>\n\n\n\n<li>\u6bd4\u55ae\u7d14\u7406\u8ad6\u8ab2\u7a0b\u66f4\u6709\u8077\u5834\u50f9\u503c<\/li>\n\n\n\n<li>\u6bd4\u7814\u7a76\u578b AI \u66f4\u5bb9\u6613\u5165\u9580<br>\u975e\u5e38\u9069\u5408\u4f5c\u70ba\uff1a<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>AI \u5de5\u7a0b\u5e2b\u7684\u7b2c\u4e00\u5f35\u5165\u9580\u8b49\u7167\u3002<\/p>\n<\/blockquote>\n\n\n\n<h1 class=\"wp-block-heading\">\u5341\u516d\u3001\u7e3d\u7d50<\/h1>\n\n\n\n<p>NCA-GENL \u4e26\u4e0d\u662f\u7814\u7a76\u578b AI \u8b49\u7167\u3002<br>\u5b83\u66f4\u50cf\u662f\uff1a\u300cAI \u5de5\u7a0b\u8207 LLM \u61c9\u7528\u7684\u5165\u9580\u6572\u9580\u78da\u300d<\/p>\n\n\n\n<p>\u5c0d\u65bc\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5927\u5b78\u751f<\/li>\n\n\n\n<li>\u8f49\u8077\u8005<\/li>\n\n\n\n<li>IT \u5de5\u7a0b\u5e2b<\/li>\n\n\n\n<li>AI \u521d\u5b78\u8005<br>\u90fd\u662f\u975e\u5e38\u597d\u7684\u8d77\u9ede\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5982\u679c\u80fd\u642d\u914d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Python<\/li>\n\n\n\n<li>RAG \u5c08\u6848<\/li>\n\n\n\n<li>Hugging Face<\/li>\n\n\n\n<li>\u672c\u5730 LLM \u90e8\u7f72<br>\u90a3\u9ebc\u672a\u4f86\u5728 AI \u5de5\u7a0b\u9818\u57df\u6703\u6709\u76f8\u7576\u4e0d\u932f\u7684\u767c\u5c55\u6f5b\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<h1 class=\"wp-block-heading\">\u6700\u5f8c\u5efa\u8b70<\/h1>\n\n\n\n<p>\u4e0d\u8981\u53ea\u505c\u7559\u5728\u8003\u8b49\u7167\u3002<br>\u771f\u6b63\u91cd\u8981\u7684\u662f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u300c\u80fd\u4e0d\u80fd\u505a\u51fa AI 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