"Next: take this and apply it to your business. Make a multi-modal AI assistant with tools that could carry out an activity for your work. A customer support assistant? New employee onboarding assistant? So many possibilities!\n",
"\n",
"If you feel bold, see if you can add audio input to our assistant so you can talk to it. "
"If you feel bold, see if you can add audio input to our assistant so you can talk to it. ChatGPT or Claude can help you, or email me if you have questions."
"This model is an example of an \"Auto-Encoding LLM\" which generates an output given a complete input.\n",
"It's different to all the other LLMs we've discussed today, which are known as \"Auto-Regressive LLMs\", and generate future tokens based only on past context.\n",
"\n",
"Another example of an Auto-Encoding LLMs is BERT from Google. In addition to embedding, Auto-encoding LLMs are often used for classification."
"Another example of an Auto-Encoding LLMs is BERT from Google. In addition to embedding, Auto-encoding LLMs are often used for classification.\n",
"\n",
"### Sidenote\n",
"\n",
"In week 8 we will return to RAG and vector embeddings, and we will use an open-source vector encoder so that the data never leaves our computer - that's an important consideration when building enterprise systems and the data needs to remain internal."
"Another example of an Auto-Encoding LLMs is BERT from Google. In addition to embedding, Auto-encoding LLMs are often used for classification.\n",
"\n",
"More details in the resources."
"### Sidenote\n",
"\n",
"In week 8 we will return to RAG and vector embeddings, and we will use an open-source vector encoder so that the data never leaves our computer - that's an important consideration when building enterprise systems and the data needs to remain internal."