Capstone Projects

Create a Python program that predicts the dominant color of tonight's sunset from atmospheric conditions. Level 4 (Creator) walks you through this project step by step — from data collection to a deployed prediction tool.

Use real cyclone track data from the Bay of Bengal to plot storm paths, analyze wind speed trends, and identify the regions most at risk.

Create a tool that calculates air pressure, oxygen availability, boiling point of water, and temperature at any given altitude on Khangchendzonga.

Build an interactive map using Python that plots landmarks, paths, and points of interest in your local area with proper geographic coordinates.

Study tree ring width data to reconstruct historical climate patterns and calculate the growth rate and age of a banyan tree.

Write a program that generates traditional Northeast Indian weaving patterns using mathematical rules for symmetry and repetition.

Model how bees communicate flower locations through waggle dances and optimize foraging routes across a landscape.

Calculate and visualize the fundamental and harmonic frequencies of bamboo tubes of different lengths, and compare predictions with actual flute notes.

Calculate the g-forces a woodpecker experiences during drumming and compare its biological shock absorbers with human-engineered helmets.

Build a complete machine learning pipeline that classifies elephant mood from audio recordings — the same technology used by conservation teams to detect poaching in real time. Level 4 walks you through this step by step.

Create an Arduino-powered LED installation that mimics the blinking patterns of real fireflies — including synchronized flashing.

Wire an ultrasonic sensor to an Arduino with a servo motor to build a scanning sonar that maps objects in a room — displayed as a radar sweep on screen.

Create a full-stack web application where users can browse books, borrow them, leave reviews, and track their reading history.

Train a computer vision model that can identify healthy vs. diseased rice plants from photographs — the same tech used in agricultural drones.

Compare the properties of different fibres (silk, cotton, nylon, spider silk) through hands-on experiments and microscopy.

Grow plants from seeds and cuttings, measure growth daily, plot sigmoid curves, and compare clone vs. seed-grown variation.

Build a simple spectroscope from a cardboard tube and a CD to split light into its component colors.

Log temperature, humidity, and pressure data using sensors, analyze patterns, and make forecasts.

Analyze satellite images of Majuli from different years to measure how much land has been lost.

Create a program that generates flute-like tones at different frequencies — a virtual bamboo flute.

Analyze population data, model growth scenarios, and propose a conservation strategy for an endangered species.

Design, model, and test a bridge structure — compare materials, calculate loads, and optimize for strength.

Model how a paper boat floats on water, and simulate how water absorption gradually reduces buoyancy until the boat sinks.

Use field data on hornbill nesting sites and fruit consumption to map their role as seed dispersers in Nagaland forests.

Calculate the physics of a fish leap and correlate jumping frequency with dissolved oxygen and temperature data.

Build a physics-based race simulator that models speed, acceleration, stamina, and rest periods for different animals.

Build an image analysis tool that measures how well an animal blends into its background by comparing color histograms.

Use simulated GPS collar data to estimate a clouded leopard's home range, identify core areas, and detect habitat barriers.

Collect local weather data and animal behavior observations to test whether animals really can predict rain.

Build a simulation that calculates an elephant's body temperature based on ambient conditions, activity level, and cooling behaviors.

Model how selecting for specific traits (size, temperament, coat color) changes a population over 20 generations.

Collect or research data on when birds start singing relative to sunrise, and model how day length drives the dawn chorus.

Photograph and analyze the color distribution of flowers in your area, linking pigment types to the pollinators they attract.

Design and analyze an experiment testing how pitcher shape, fluid viscosity, and rim angle affect prey capture rates.

Measure the daily growth of a fast-growing plant and fit mathematical models to the data.

Research and visualize the material properties of different wood types, explaining why some trees bend and others break.

Plot metabolic rate, lifespan, heart rate, and other biological variables against body mass across species to discover scaling laws.

Create an interactive tool that demonstrates additive and subtractive color mixing, and simulates rainbow formation.

Use geometric calculations to design a hat that maximizes shade coverage while minimizing material and weight.

Model a meteoroid entering Earth's atmosphere, calculate its deceleration, heating, and final impact energy.

Build kites of different shapes and measure their flight performance to discover which design generates the most lift.

Test how changing ingredients (flour type, sugar amount, cooking temperature) affects the texture, color, and taste of pitha.

Simulate the process of dating a lost temple by analyzing pottery styles, stone weathering, and simulated radiocarbon data.

Create thematic maps comparing the eight northeastern states across area, population, elevation, rainfall, and biodiversity.

Investigate how different drying and baking conditions affect the hardness, porosity, and color of clay samples.

Create a graph model of a forest where trees are nodes and overlapping canopies are edges, then analyze how deforestation fragments the network.

Design and carry out a citizen science survey counting butterflies in your area, then analyze the data for patterns.

Download historical rainfall data for Assam and analyze how monsoon timing and intensity have changed over 30+ years.

Run a self-experiment to measure how quickly you forget a list of words, and compare your results with Ebbinghaus's original data.

Measure and compare the brightness, energy use, and color of different light sources to determine which is most efficient.

Model the forces on a train climbing a hill: gravity, friction, engine force, and determine the maximum gradient it can handle.

Model a postman's route through hill villages as a graph and find the most efficient delivery path.

Build a simulation of a night market where vendors set prices, customers choose based on quality and price, and market forces reach equilibrium.

Visualize the collision of the Indian and Eurasian plates over millions of years and calculate the resulting mountain uplift rate.

Find and photograph iridescent surfaces (soap bubbles, CDs, oil films) and explain the physics behind each color pattern.

Extract dyes from plants (turmeric, beetroot, spinach) and test how they behave on different fabrics and under different pH conditions.

Use NDVI (vegetation index) data from satellite imagery to track how grassland extent in Kaziranga changes across seasons and years.

Design an experiment to test how storage conditions (temperature, moisture, light) affect seed viability over time.

Photograph clouds daily for 2 weeks, classify them by type, and correlate cloud patterns with subsequent weather.

Investigate why some blues in nature (kingfisher feathers, morpho butterflies) are structural, not pigment-based, and find human-made examples.

Run an experiment to measure how accurately humans can locate sounds with two ears, mimicking how owls triangulate prey position.

Test how changing light and dark periods affect when a plant opens or closes its leaves/flowers.

Create a program that analyzes rhythmic patterns in traditional Dimasa music and visualizes the frequency spectrum.

Build a network model of the silk trade connecting Assam to global markets, analyzing how geography shaped the routes.

Model a reforestation project: choose tree species, estimate growth rates, and calculate the total carbon captured over 30 years.

Measure how quickly different materials transfer heat and explain why firewalking is possible on embers but not metal.

Record amphibian calls after rain and analyze the audio to identify frequency ranges and calling patterns.

Research and compare the properties of muga, eri, mulberry, and synthetic silk to understand what makes each unique.

Investigate superhydrophobicity by dropping water on various leaf surfaces and measuring contact angles.

Germinate rice seeds under different conditions and measure how water depth, fertilizer, and light affect seedling growth.

Demonstrate how a drum membrane vibrates in complex patterns and how changing tension changes the sound.

Test how cooking methods (boiling, frying, fermenting) chemically transform the same ingredient and affect its properties.

Build paper gliders with different wing shapes and sizes, measure their glide ratio, and find the optimal design.

Collect seeds with different dispersal strategies and measure how far each travels under controlled conditions.

Compare skull and face proportions across bovid species (takin, goat, muskox, cow) to understand how evolution shaped each face.

Create a Python program that records short audio clips and classifies them into categories, mimicking how a parrot learns to associate sounds with meanings.

Construct a small floating garden to test which aquatic plants grow best and how they filter water.

Quantify sky brightness at multiple locations using star counts and a phone-based sky quality meter.

Simulate a fish population growing and being harvested, and find the maximum sustainable yield.

Perform a simple DNA extraction from a banana (or other fruit) using household materials and see the actual strands.

Compare different waterproofing treatments (oil, wax, plastic film) on paper to find the most effective and sustainable method.

Trace the journey from traditional plant remedy to modern medicine for 5 well-known drugs.

Simulate a population of creatures evolving under predation pressure, where individuals must trade off between speed and shell thickness.

Collect prices for common goods at a local market over 2 weeks and analyze what causes price changes.

Analyze a landscape map to identify the optimal path for a wildlife corridor connecting two forest patches.

Build a game where multiple fishers share a lake, and demonstrate how individual incentives lead to collective overfishing.

Test how temperature, humidity, and nucleation particles affect when and where water vapor condenses.

Construct bridges from popsicle sticks or straws and test which design supports the most weight relative to its own mass.

Use a large wall or building and a stopwatch to measure echo return time and calculate the speed of sound.

Study a nearby market and calculate vendor economics: costs, pricing, foot traffic, and how location affects revenue.

Calculate the optimal angle for a ferry to cross a river with a current, minimizing travel time or distance downstream.

Map and identify plants growing on other plants (mosses, ferns, orchids, lichens) and analyze their distribution patterns.

Research the origins of 15-20 place names in your region and create an annotated map showing their linguistic and geographic roots.

Create a simple program that tells a branching story where reader choices lead to different outcomes.

Create a visual profile showing how ecosystems change with altitude in the eastern Himalayas, from tropical foothills to alpine tundra.

Trace the tributary network of a section of the Brahmaputra watershed and estimate how individual streams combine to produce the main river's flow.

Create a simple experiment to demonstrate how light scattering makes distant things appear blue and nearby things appear in their true colors.

Document the wildlife that lives near human habitation in your area and analyze the ecological relationships — helpful, harmful, or neutral.

Build a model comparing a cyclist's speed and energy over 180 km with the Brahmaputra's flow, accounting for fatigue, terrain, and river gradient.

Create a Python program that simulates a density column — input any set of liquids and watch them sort themselves into layers, just like the churning ocean.

Create a Python program that generates geometric mandala patterns using rotational symmetry, tessellating shapes, and fractal repetition.

Create a Python program that predicts how far a sling stone travels based on release speed and angle, then visualizes the parabolic trajectory.

Create a Python program that generates repeating tile patterns using symmetry operations from different wallpaper groups.

Create a Python program that simulates parallel vs serial task execution — measuring how splitting work across multiple threads speeds up computation, just like Ravana's ten heads working simultaneously.

Create a Python program that estimates how many species an ark-sized vessel could carry, accounting for animal sizes, food requirements, water needs, and space constraints.

Create a Python program that simulates plant growth under different hormone concentrations, modeling how auxin and cytokinin ratios determine root vs shoot development.

Create a Python program that simulates a working astrolabe — input your latitude, date, and time, and see the sky projected onto a flat disk with altitude circles, the ecliptic, and labeled stars.

Create a Python program that identifies medicinal plants from their features (leaf shape, altitude, flower structure) using a decision tree classifier, then reports their medicinal properties and conservation status.

Create a Python program that generates bell-like tones by summing harmonics, visualizes their waveforms, and performs Fourier analysis to identify frequency components.

Create a Python program that models the four forces of flight and simulates an aircraft climbing, cruising, and descending.

Create a Python program that calculates the energy released by burning different fuels, compares their efficiency, and visualises the results.

Create a Python simulation of a flywheel energy storage system that smooths solar power output and stabilises grid frequency.

Create a Python program that simulates brain rewiring — model neural pathways strengthening with practice and weakening with disuse, visualise the transformation over time.

Create a Python program that simulates the structural forces in a tower — compression at the base, wind loads at the top, and buckling limits — then translates the engineering report into multiple languages.

Create a Python program that classifies any equation by type, selects the right algorithm (al-Jabr for linear, completing the square for quadratic, matrices for systems), and returns the solution with a visualisation.

Create a Python program that computes planetary positions for any date in history, renders the night sky for any location, and identifies conjunctions — a computational reconstruction of what the Magi saw.

Create a Python simulation that models how wind pushes water across a shallow basin, exposing the bottom under the right conditions.

Create a Python simulation that models how water moves through an aquifer, responds to pumping, and recovers when pumping stops.

Create a Python simulation that models how sound propagates inside a domed mosque and from a minaret across a city.

Create a Python program that models how different wall materials (rammed earth, fired brick, reed composite) respond to compression, freeze-thaw cycles, and earthquake loads.

Create a Python program that models water levels in a lock system — simulate filling, draining, ship transit times, and the fluid dynamics of gravity-fed water flow.

Create a Python program that models the Library of Alexandria as a network — map interconnections between ancient texts, simulate the destruction events, and calculate how much knowledge was lost.

Create a Python program that calculates your position from the sun's altitude, time of year, and polarization angle — then simulate a Viking Atlantic crossing.

Create a Python program that calculates workforce requirements, ramp angles, block delivery rates, and total construction time for any given pyramid dimensions.

Create a Python program that models Earth-Moon trajectories, calculates delta-v requirements, and simulates the descent with a priority-based task scheduler.

Create a Python program that models a bacterial population under antibiotic pressure — track how resistant mutants emerge, multiply, and take over.

Create a Python program that simulates how ideas propagate through a population with and without printing — showing the phase transition from slow linear copying to exponential mass distribution.

Create a Python program that, given a 3D terrain map, finds optimal routes between cities using graph algorithms — factoring in altitude, distance, and bridge construction cost.

Create a Python program that models neutron multiplication in a fissile material — calculate critical mass for different geometries and visualize exponential chain reaction growth.

Create a Python program that models water flow through an aqueduct system — from mountain source to city fountain, including bridges, siphons, and distribution.

Create a Python program that models combustion reactions — calculate energy output for different fuels, simulate the quicklime-water reaction, and model the range of a pressurized liquid jet.

Create a Python program that models the desiccation process — simulate water loss through osmosis, bacterial growth inhibition, and predict preservation outcomes under different conditions.

Create a Python program that models gunpowder combustion — calculate gas volumes, pressure in a sealed chamber, and projectile velocity from a cannon barrel.

Create a Python program that models Polynesian navigation — a star compass, wave refraction around islands, and the probability of detecting an island at different distances.

Create a Python program that models salt accumulation in irrigated soil over centuries — simulate different irrigation strategies and predict when crop failure begins.

Create a Python program that models the iron-carbon phase diagram — predict steel microstructure, hardness, and toughness from carbon content and cooling rate.

Create a Python program that implements the Maya Venus table — predict Venus appearances, calculate eclipse windows, and compare Maya calendar accuracy to the Gregorian calendar.

Create a Python program that models the yakhchāl system — simulate radiative ice-making, evaporative air cooling, and thermal insulation to predict ice production and storage life.

Create a Python program that models the structural engineering of a large wooden ship — calculate buoyancy, stress distribution, and the maximum feasible length for different hull designs.

Create a Python program that models the force balance in a Gothic cathedral — calculate thrust from arches, required buttress dimensions, and the maximum vault height before failure.

Create a Python program that simulates light behavior — ray tracing through a camera obscura, refraction at surfaces, and atmospheric refraction that shifts the Sun's apparent position.

Create a Python program that models the Silk Road as a graph — simulate trade flows, price propagation, and disease transmission along the network.

Create a Python program that models the aerodynamics of Leonardo's flying machines — calculate lift, drag, and power requirements for ornithopters and gliders.

Create a Python program that models the Black Death as an SIR epidemic — simulate transmission through a medieval population, test quarantine strategies, and visualize the epidemic curve.

Create a Python program that models water flow across membranes at different salinity levels, simulating how mangrove roots filter salt and how osmotic pressure changes with concentration.

Create a Python program that models how forces distribute through a bamboo truss canopy, testing different configurations for maximum span with minimum material.

Create a Python program that models how a DC series traction motor behaves at different controller notch positions, including regenerative braking energy recovery.

Create a Python program that models the temperature profile and chemical changes during a 16-hour terracotta firing, including the dangerous quartz inversion zone.

Create a program that records bell sounds and visualizes their harmonic content using Fast Fourier Transform (FFT), showing why bronze bells sound richer than steel ones.

Create a program that takes a geometric design, encodes it as binary thread instructions, applies shift offsets to generate full weaving patterns, and includes checksum error detection.

Create a simulator that models dam physics: potential energy from reservoir height, hydraulic pressure at the base, water flow through penstocks, turbine power output, and overall efficiency.

Create an interactive program that models metal reactivity: predicts which metals oxidise in different chemical environments, simulates alloy composition effects, and visualises the Bidriware darkening process.

Create a program that simulates both pigeon navigation (magnetic compass + sun compass + olfactory map) and GPS trilateration, comparing their accuracy and failure modes.

Create a Python program that models how molten bronze flows through a lost-wax mould, simulating fill time, solidification fronts, and identifying potential defects.

Create a Python program that generates and visualizes jali screen patterns based on user-selected unit cells and symmetry operations.

Create a Python program that models volatile oil loss and moisture absorption in stored peppercorns under varying temperature and humidity conditions.

Create a Python program that models the structural capacity of the Pamban Bridge over time, accounting for corrosion rates at different locations and the effect of protective measures.

Create a Python program that models the thermal power output of a parabolic solar dish across a full day, accounting for sun position, atmospheric effects, and system losses.

Create a Python program that simulates the opening and closing of bamboo poles at different phase offsets and determines safe stepping windows.

Model how the rat population in Mizoram explodes after bamboo flowering, peaks, and crashes — using exponential and logistic growth equations.

Create a Python visualization of the iron-carbon phase diagram showing how temperature and carbon content determine steel properties.

Create a Python program that models a hawk soaring along a ridge, finding thermals, and calculating how far it can travel without flapping.

Create a Python simulation comparing generalist vs specialist pollination strategies — measuring pollen transfer success rates and speciation potential.

Create a Python simulation of Kangla's moat system — model inflow from the river, sluice gate adjustments, and water level stability across wet and dry seasons.

Create a Python tool that models a Thang-Ta spinning cut — calculating blade speed, kinetic energy, and the effect of arm extension on angular momentum.

Create a Python simulation showing objects in circular orbits — from dancers in the Ras Lila to planets around the Sun — calculating and visualizing centripetal force at different speeds and radii.

Create a Python simulation of Ima Keithel — model multiple sellers, fluctuating supply, customer demand, and observe how the equilibrium price emerges.

Create a Python tool that calculates ball speed, range, and trajectory for different mallet speeds, ball masses, and launch angles.

Create a Python tool that calculates all forces acting on a lake palace foundation: weight, buoyancy, hydrostatic pressure, and pile requirements.

Create a Python tool that calculates moon phases for any date, converts between lunar and solar calendars, and predicts eclipse windows.

Create a Python model showing how cross-link density affects rubber properties — elasticity, hardness, and heat resistance.

Create a Python program that takes weaving instructions (over/under counts and shift values) and generates the visual pattern, identifying its symmetry group.

Create a Python visualization that models how horizontal rock layers fold into anticlines and synclines under tectonic compression, then erode over time.

Create a Python tool that calculates atmospheric pressure, UV index, boiling point, and oxygen availability at any altitude.

Create a Python tool that calculates the force, team size, and energy needed to move a megalith using various combinations of simple machines.

Create a Python model comparing impact forces with rigid vs cellular/crushable materials — from hornbill casques to car crumple zones.

Create a Python tool that calculates cutting pressure for different edge geometries, comparing sharp vs blunt and different steel types.

Create a Python model of a Himalayan glacier — simulating accumulation (snowfall), ablation (melting), and retreat under different temperature scenarios.

Create a Python simulation of a red panda's heat budget — modelling heat production (metabolism) vs heat loss (conduction, convection, radiation) under different conditions.

Create a Python tool that models the composition of cardamom essential oil, simulates steam distillation extraction rates, and predicts how drying conditions change the flavour profile.

Create a Python model that simulates prayer flag decay over time, combining UV exposure, wind cycles, and moisture levels to predict lifetime.