Learn • Build • Innovate
Independent AI publications — practical guides, career insights, research notes, and technical roadmaps. Founded & curated by Ravindra SSK.
Career guide
Jul 2026 · 15 min
The U.S. AI Job Market: A Complete Career Guide
Roles, salaries, in-demand skills, and the gap between what universities teach and what employers actually hire for — with data from BLS, Indeed, Levels.fyi, and more.
Type Career guide
Focus Roles, pay, skills
PDF Downloadable
AI Engineer
MLOps
Salaries
FDE
RAG
Hiring
Technical guide
Feb 2025
Decoding the Web: A Practical Guide to Web Scraping with Python
A professional walkthrough for collecting public web data, parsing page structure, extracting useful fields, and exporting results into a clean dataset.
Type Practical tutorial
Level Beginner friendly
Output CSV dataset
Python
requests
BeautifulSoup
pandas
HTML parsing
Research note
4 min read
Why spatial context changes model design
Geospatial data is never just another image benchmark. Location, scale, sensor timing, and terrain change how a model should be trained, evaluated, and explained.
Type Research note
Topics GeoAI, remote sensing
Model note
5 min read
Grad-CAM for interpretable flood detection
A working note on using activation maps to inspect attention U-Net decisions on SAR imagery, especially where false positives carry operational cost.
Type Explainability
Topics SAR, Attention U-Net
Field note
3 min read
From civil engineering to GeoAI
Infrastructure thinking trained me to care about context, constraints, and physical systems. GeoAI adds machine perception to that same way of reading the world.
Type Personal path
Topics BIM-GIS, career