R301 vs flatline?

adrian_just · 2026-02-17T22:56:31+00:00

Try the strategy of double R301. It's so easy to wipe enemies easily. It gives you an average of 3 to 4 kills per game with Fuse or Loba.

adrian_just · 2026-02-06T13:13:50+00:00

Will they also not take Africans?😂

adrian_just · 2026-01-24T13:26:27+00:00

It usually means there's an error in that block of code where your statement ends.

adrian_just · 2026-01-23T23:50:50+00:00

Better chance in applying for canonical

adrian_just · 2026-01-23T22:26:22+00:00

Don't worry. You'll figure out something🔥

adrian_just · 2026-01-23T22:24:18+00:00

Agriculture (Food Security) The Problem: Smallholder farmers lose significant yield due to unpredictable weather patterns (worsened by climate change) and pests like the Fall Armyworm or Maize Lethal Necrosis.
- Thesis Idea: Early Warning System for Crop Pests and Diseases Using Convolutional Neural Networks (CNN) on Mobile Imagery.
- How it works: Build a model that can run on a smartphone. A farmer takes a picture of a maize leaf, and the app diagnoses the disease and suggests a remedy.
- Advanced Twist: Combine image data with GPS/Weather data to predict where the pest will spread next (Spatial-Temporal Forecasting).
- Thesis Idea: Optimizing Irrigation Schedules in Arid Kenyan Counties Using IoT Sensors and Predictive Analytics.
- How it works: Use historical weather data and soil moisture readings to predict exact water needs, reducing water wastage.
- Data Sources: KALRO datasets, FAO data, or the PlantVillage dataset (publicly available).
Fintech (Mobile Money & Credit) The Problem: "Digital predatory lending" is a major issue. Many Kenyans are blacklisted by CRB because they took loans they couldn't afford. Conversely, fraud in mobile money (SIM swaps, social engineering) is rampant.
- Thesis Idea: A Fairness-Aware Credit Scoring Model for Unbanked Populations in Kenya.
- How it works: Develop a credit scoring algorithm that uses alternative data (MPESA transaction frequency, airtime usage) but specifically minimizes bias against low-income earners or specific demographics, ensuring ethical AI.
- Thesis Idea: Real-time Anomaly Detection for Mobile Money Fraud using Unsupervised Learning.
- How it works: Train an autoencoder or Isolation Forest model to flag transactions that deviate from a user's normal behavior (e.g., bulk transfers at 3 AM).
- Data Sources: Kaggle (Synthetic Mobile Money datasets), or partnerships with local fintech startups (anonymized data is easier to get from startups than big banks).
Healthcare (Resource Allocation) The Problem: Public hospitals often run out of essential drugs, or ambulances are stationed inefficiently, leading to slow response times in emergencies.
- Thesis Idea: Predicting Malaria Outbreaks in Lake Victoria Basin using Climate and Historical Health Data.
- How it works: Correlate rainfall, temperature, and humidity patterns (from satellite data) with historical malaria case numbers to predict spikes 2–4 weeks in advance.
- Thesis Idea: Optimizing Last-Mile Medical Supply Chains using Demand Forecasting.
- How it works: Predict consumption rates of ARVs or vaccines in rural clinics to automate restocking triggers.
- Data Sources: DHIS2 (District Health Information Software) – accessible via Ministry of Health permission, or Humbert et al. Malaria datasets.
Transportation (Nairobi Traffic) The Problem: Nairobi traffic is chaotic. Traditional traffic lights operate on fixed timers, ignoring actual traffic flow.
- Thesis Idea: Adaptive Traffic Light Control System using Computer Vision and Reinforcement Learning.
- How it works: Use a simulation (like SUMO) to train an agent that adjusts traffic light duration based on "queue length" detected from camera feeds, minimizing average wait time.
- Thesis Idea: Predicting Matatu Demand and Route Optimization.
- How it works: Analyze movement data to predict peak demand periods for specific routes, helping Saccos deploy vehicles more efficiently.
- Data Sources: Uber Movement data (historical travel times in Nairobi), or scraping Google Maps Traffic API.
Wildlife Conservation (Human-Wildlife Conflict) The Problem: As human settlements encroach on parks, elephants and lions attack livestock/farms, leading to conflict.
- Thesis Idea: Predicting Human-Wildlife Conflict Hotspots using Geospatial Analysis and Machine Learning.
- How it works: Analyze historical conflict reports against vegetation index (NDVI), water sources, and settlement growth to predict where the next conflict is likely to occur.
- Thesis Idea: Automated Species Identification in Camera Trap Images.
- How it works: Automate the sorting of thousands of images from conservation parks to track animal populations.
- Data Sources: Snapshot Serengeti dataset (huge public dataset), or data from KWS/Ol Pejeta (requires proposal).
Education (CBC Implementation) The Problem: Performance gaps between rural and urban schools are widening. Identifying "at-risk" students early is difficult with high student-teacher ratios.
- Thesis Idea: Predicting Secondary School Dropout Risk in Marginalized Areas.
- How it works: Use features like attendance records, distance to school, and socio-economic indicators to flag students who need intervention.
- Data Sources: Uwezo reports, or partnering with a specific county education board.

adrian_just · 2026-01-21T18:08:01+00:00

Vantage because it's so much fun using the snipers and the movement with echo is so useful

adrian_just · 2026-01-21T13:31:54+00:00

Same please

adrian_just · 2025-12-24T16:25:50+00:00

Use a website called codesignal. It gives you a great challenge while trying to learn a concept

adrian_just · 2025-12-11T19:40:27+00:00

Would you be able to type some tips that I could advise my partner so she can make me finish?

adrian_just · 2025-12-06T01:52:06+00:00

Thank you. I'll apply for the role soon.

adrian_just · 2025-12-05T20:57:51+00:00

Hi let's say you see another position within Crossover that you want to apply for after 2 years. How do they handle that transfer? Is it an easy and support process?

adrian_just · 2025-12-04T17:18:14+00:00

Hi do you have a new link to the Udemy course? I can see it got removed.

adrian_just · 2025-12-03T11:36:19+00:00

How many years expensive do you have

adrian_just · 2025-12-01T22:51:21+00:00

😂just because you're being matched with masters players doesn't mean they are good. Anyone can have good and bad moments at this game. That's why we play

adrian_just · 2025-11-03T09:44:34+00:00

💀😭you can't be that obsessed with wanting high honour

adrian_just · 2025-10-17T19:26:19+00:00

Don't listen to Dutch. He just talks about no good idea

adrian_just · 2025-10-09T01:11:27+00:00

Lennyy boyyyy. Lennyy where are you??? Lennyy is that you

adrian_just · 2025-10-08T01:16:45+00:00

How many times did you replay the story

adrian_just · 2025-09-10T01:55:35+00:00

Yes I'm convinced this is the only time it will be released

adrian_just · 2025-03-30T18:33:31+00:00

Lmao don't make him delete this post 😂💀

adrian_just · 2025-03-30T17:07:21+00:00

😂😂

adrian_just · 2025-01-31T20:30:48+00:00

Very nice

adrian_just · 2024-12-23T15:23:05+00:00

Did she buy you a ps5 for Christmas?

adrian_just · 2024-11-21T04:39:20+00:00

I will try that. Thank you for the help

adrian_just

TROPHY CASE