18.07.2024<\/strong><\/p>\n———————————–<\/p>\n
10:00 – 12:00 (2h)<\/p>\n
Conversational AI (Corneliu Stanciu)<\/p>\n
Conversational AI setup and designing a chatbot interface<\/p>\n
Building a chatbot using Onlim Conversational AI framework<\/p>\n
12:00 – 13:30 Lunch break<\/p>\n
13:30 – 15:00 (1.5h)<\/p>\n
Semantic Knowledge Graphs and their role in Conversational AI (Ioan Toma)<\/p>\n
15:00 – 16:30 (1.5h)<\/p>\n
Basics of Large Language Models (LLMs) (Corneliu Stanciu)<\/p>\n
Subword tokenization, word embeddings, and neural language models (LMs)<\/p>\n
Encoder, encoder-decoder, and decoder LMs<\/p>\n
16:30 – 17:30 (1h)<\/p>\n
Q&A (Corneliu Stanciu & Ioan Toma)<\/p>\n
———————————–<\/p>\n
19.07.2024<\/strong><\/p>\n———————————–<\/p>\n
09:30 – 12:00 (2.5h)<\/p>\n
Prompting techniques and LLM APIs (Ioan Toma)<\/p>\n
Zero-shot and few-shot in-context learning<\/p>\n
Chain-of-thought prompting, retrieval augmented generation, and ReAct<\/p>\n
The chat completion API and LangChain<\/p>\n
Pre-training and fine-tuning<\/p>\n
12:00 – 13:30\u00a0 Lunch break<\/p>\n
<\/p>\n
<\/p>\n
13:30 – 16:00 (2.5h)<\/p>\n
LLMs-based applications & use cases (Corneliu Stanciu)<\/p>\n
Introduction to LLM-based Data Processing<\/p>\n
Knowledge Extraction using LLMs<\/p>\n
Document Classification, Summarization and Comparison using LLMs<\/p>\n
16:00 – 17:00 (1h)<\/p>\n
Q&A (Corneliu Stanciu & Ioan Toma)<\/p>\n
———————————–<\/p>\n
20.07.2024<\/strong><\/p>\n———————————–<\/p>\n
10:00 – 12:00 (2h)<\/p>\n
Graph data management (Dumitru Roman)<\/p>\n
Intro to graph data structure<\/p>\n
Knowledge Graphs<\/p>\n
Graph data management (graph databases with Noe4j, graph data model, graph construction and querying)<\/p>\n
12:00 – 13:30\u00a0 Lunch break<\/p>\n
13:30 – 15:00 (1.5h)<\/p>\n
Data analytics and enrichment (Dumitru Roman)<\/p>\n
Graph data visualization<\/p>\n
Data linking<\/p>\n
Tabular data enrichment<\/p>\n
Human-in-the-Loop (HITL) for data enrichment<\/p>\n
15:00 – 16:00 (1h)<\/p>\n
Q&A (Dumitru Roman & Corneliu Stanciu & Ioan Toma)<\/p>\n","protected":false},"excerpt":{"rendered":"
Valahia Summer School 2024 Ioan Toma: Ioan is Chief AI Officer and Co-Founder of Onlim. He holds a doctorate in […]<\/p>\n","protected":false},"author":2,"featured_media":6552,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[71],"tags":[],"class_list":["post-11673","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-fieeti"],"_links":{"self":[{"href":"https:\/\/fie.valahia.ro\/index.php\/wp-json\/wp\/v2\/posts\/11673","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fie.valahia.ro\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fie.valahia.ro\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fie.valahia.ro\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/fie.valahia.ro\/index.php\/wp-json\/wp\/v2\/comments?post=11673"}],"version-history":[{"count":5,"href":"https:\/\/fie.valahia.ro\/index.php\/wp-json\/wp\/v2\/posts\/11673\/revisions"}],"predecessor-version":[{"id":11687,"href":"https:\/\/fie.valahia.ro\/index.php\/wp-json\/wp\/v2\/posts\/11673\/revisions\/11687"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/fie.valahia.ro\/index.php\/wp-json\/wp\/v2\/media\/6552"}],"wp:attachment":[{"href":"https:\/\/fie.valahia.ro\/index.php\/wp-json\/wp\/v2\/media?parent=11673"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fie.valahia.ro\/index.php\/wp-json\/wp\/v2\/categories?post=11673"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fie.valahia.ro\/index.php\/wp-json\/wp\/v2\/tags?post=11673"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}