How AI Unlocks Hidden Insights in Research Reports
Вставка
- Опубліковано 31 тра 2024
- Unlock Hidden Insights in Analyst Research Reports with AI
Analyst reports contain a goldmine of market intelligence, but key insights are often buried across hundreds of pages. Reading these dense reports to find relevant information is incredibly inefficient.
Now, innovative technologies like vector search engines, machine learning algorithms, and natural language processing are transforming how insights can be extracted from research reports.
Click here - • ChatGPT - Semantics: T... to see how word embeddings translate abstract words into information-rich vectors complete with detailed semantics.
See how vector similarity models like Pinecone and FAISS convert unstructured text into structured vector data optimized for semantic search. Queries based on contextual meaning are now possible, beyond just keywords.
Large language models like GPT-3 and Claude analyze query context and deliver concise answers drawn from connected insights across sources. Reports become interactive portals instead of isolated documents.
This video explores how AI is revolutionizing business intelligence extraction:
Vector search vs traditional keyword search
Semantic similarity and relationship understanding
Automated synthesis of insights across reports
Conversational interfaces and natural language processing
Increased efficiency and relevance
Discover how technologies like vector databases, machine learning, and chatbots can unlock hidden insights in analyst research reports. The future possibilities for leveraging AI to enhance business intelligence are limitless.
0:00 - Introduction
0:23 - The problem with analyst research reports
1:35 - Vector search engines explained
2:02 - How vector similarity works
2:48 - Converting text to vectors
3:17 - App demo - Future of AI
4:42 - Tailored answers
5:05 - App demo 2 - Macroeconomics
6:45 - The power of semantic search
7:57 - Shameless self-promotion
8:40 - Outro (those bricks again...) - Наука та технологія
Great stuff. Thanks for the animation of vectors, I can always use a refresher on how they might look
Great to hear! Glad you enjoyed the visuals. What applications of this approach to you envision?
StarCoder uses a vectorizer, I’m working on that right now
How have things played out with your experiments with StarCoder?
Thanks for putting together. Where is the link for the code for members?
You are welcome. As a Vice President you can join the Lucidate Discord. Once you have joined that you will see a channel where you can provide your GitHub username to be added to the repo. support.discord.com/hc/en-us/articles/215162978-UA-cam-Channel-Memberships-Integration-FAQ
Nice! Where can I get the code?
Glad you enjoyed it. The code is available to members of Lucidate’s UA-cam channel at the VP, MD and CEO levels.
@@lucidateAI could you explain it to me like 5-years old child? How much should I pay for that 😂
My apologies! If you are viewing UA-cam on a Mac or PC then just below the video in the center-left is a “Join” button. You can hit that and choose which of the four levels of membership you’d like. Each is priced differently and gets different perks. If you are watching UA-cam on a phone or tablet then things are (only slightly) more complicated. The “Join” button doesn’t appear on the mobile app (frankly I’ve no idea why YT doesn’t do this). This means you have to visit UA-cam in a browser, from the browser you can navigate to any of Lucidate’s videos and “Join” as above. If you have any problems, give me a shout!
Where can I see your code.
All members of the Lucidate channel at the Vice President level or higher get access to the Lucidate Discord server. From there you can request to be added to a GitHub repo that contains the code. Members at the Managing Director level or higher get access to code walkthrough and code explainer videos. I hope that answers your question? Please let me know if not.
So, word2vec.
www.quora.com/What-are-the-main-differences-between-the-word-embeddings-of-ELMo-BERT-Word2vec-and-GloVe/answer/Ajit-Rajasekharan?ch=17&oid=125746047&share=5cc5ef9c&srid=uoXnOo&target_type=answer
Love it Richard! Gotta integrate this into the lucidate finbit now! Exciting stuff!🥳🦾😎
Glad you like it. I'll upload the code to the repo when I get back to the office. Richard