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Electrical & Electronics
Per-machine kWh from CT clamps, logged to a Python server and turned into an energy-audit dashboard with pandas
Mechatronics
Steppers, belts and a suction cup under GRBL — plus your own Python G-code sender that sorts parts by colour on a ₹6,500 budget
Electronics & Communication
A single-phase meter node that logs kWh at 1-minute intervals, flags tamper and overload anomalies, and plots them on a Python dashboard
Business Analytics
Which levers actually move retailer orders — beat frequency, schemes, credit days or outlet type — measured with regression on 18 months of invoices
Electronics & Communication
Two IR sensors at the door count students in and out, an LCD shows live occupancy, and a Python logger archives every entry
Electronics & Communication
Battery-sipped sensor nodes carry soil-moisture readings over 433 MHz LoRa to a gateway that graphs irrigation alerts on a Python dashboard
Data Science & Analytics
Enter marks once, get chapter-level weakness heatmaps and one-page parent reports automatically
Data Science & Analytics
Three years of APMC arrivals and prices for two crops — cleaned, charted in Power BI and forecast one week ahead
Blockchain
The shopkeeper's credit book rebuilt as a hash-chained ledger, where a torn page or an altered amount can no longer be hidden
General
Job cards, depot-store issues, MKBF per route and model, failure Pareto and parts-demand forecasting
Computer Science & Engineering
7–14-day tomato, onion and ragi price forecasts for Karnataka APMCs, plus which mandi pays best after transport
AI & Machine Learning
Turn a Soil Health Card into an explained, district-specific crop recommendation a small farmer can act on
AI & Machine Learning
Predict tomorrow's air quality band for every Bengaluru monitoring station, before the morning commute
Information Technology
Conflict-free exam schedules from DSATUR and simulated annealing, measured on realistic college instances
Data Science & Analytics
CMWSSB four-reservoir storage and rainfall turned into weeks-of-water-remaining forecasts and a drought early-warning dashboard
Computer Science
Lexer, recursive-descent parser, type checker, bytecode compiler and VM for a teaching language
Data Science
From NPCI's monthly tables to growth curves, seasonality and a trend forecast — one clean dataset, done properly
AI & Machine Learning
Forecast daily OPD crowds department by department, and plan the doctor roster before the Monday rush arrives
Computer Science
Dijkstra, Bellman-Ford and A* measured on 243 real stations, not toy graphs
Data Science
Mann-Kendall trends, Sen's slopes and a depletion dashboard for CGWB observation wells, built entirely on open data
Data Science & Analytics
Turning NCVBDC surveillance counts and Open-Meteo climate reanalysis into a leak-free weekly dengue alert for city health teams
Artificial Intelligence & Machine Learning
Forecasts kharif yield for Karnataka districts from six decades of ICRISAT district data and tells extension officers which crops look safe this season
Artificial Intelligence & Machine Learning
Turns 124 years of IMD gridded rainfall into monthly forecasts, SPI drought flags and a Power BI drought calendar for Telangana districts
Artificial Intelligence & Machine Learning
Screens CPCB river-water samples into quality bands, flags stations that fail bathing criteria and predicts likely BOD exceedance when lab results are missing