C-TIER demo
Video editing was tougher than the code 😭 — Built GeoTrade : live at www.web-code.tech
100k ft — What is this?
Video editing was tougher than the code 😭 — Built GeoTrade : live at www.web-code.tech
50k ft — Why care?
Video editing was tougher than the code 😭 — @Edited; demonstrates API integration, algorithmic trading.
10k ft — Key takeaways
(no takeaways yet)
5k ft — Tools & techniques
(no tools tagged)
API integration, algorithmic trading
1k ft — Deep-dive / try it
Video editing was tougher than the code 😭
Built GeoTrade : live at www.web-code.tech
Instead of relying on tons of external open Ai APIs, most of the intelligence runs through a local ML pipeline.
News from sources like Reuters and Bloomberg flows into an NLP stack that performs:
• transformer-based event classification
• sentiment analysis for geopolitical stress
• clustering to detect emerging macro narratives
These signals are aggregated into a Geopolitical Tension Index, which then feeds a LightGBM model predicting things like volatility spikes, bullish/bearish bias, and macro risk shifts.
The frontend visualizes everything on a live world map — click any continent to see the event and its possible market impact. Currently fixing a few too-many-requests issues because the dem…
Transcript excerpt
Hi guys, I have built your trade which is an application which converts real-time geopolitical news or events happening all around the world into actionable trading market analysis. So I am fetching real-time news data from various news sources which first go through a local NLP layer then an internal ML engine using zero API calls. And they give you the analysis whether to buy or sell a trade. So instead of scraping news channels or scraping headlines I can just come on this website and get to know whether what to buy or sell. And you can use filters and then if you like it you can also register for updates on the website.