fanuel08/Karatina_University_Datasphere_bootcamp
Domaine:
educationType de record:
project
Créateur:
fan
HĂ´te:
From beginner to great Data Analysts.
# 🇰🇪 Karatina Data Science & Innovation Bootcamp
**Bridging the gap between raw algorithms and real-world Kenyan solutions.**
## 🚀 About This Program
Welcome to the **Karatina Data Innovators** repository. This is not just a coding class; it is an incubator for technical problem solvers.
We operate on a dual-track system:
1. **The Lab (Saturdays):** Hands-on technical training in Python, Data Science, and Machine Learning.
2. **The Incubator (Weekdays):** Innovation strategy, Design Thinking, and Business Modeling.
**Our Mission:** To equip students with the technical skills to build intelligent systems and the strategic mindset to solve actual problems in our community.
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## đź“… The 8-Week Roadmap (Technical Track)
We follow a **Project-Based Learning** approach. We don't just learn syntax; we build products.
| Week | Theme | The Project (Deliverable) | Key Concepts |
| :--- | :--- | :--- | :--- |
| **01** | **The Logic Foundation** | 🏦 **The Sacco Loan Calculator** | Python Basics, Logic, Input/Output |
| **02** | **Data Structures** | 🎓 **KCSE Result Analyzer** | Pandas, DataFrames, CSV Handling |
| **03** | **Data Cleaning** | đź›’ **The Messy Shopkeeper** | Handling Missing Data, Duplicates, Formatting |
| **04** | **Visualization** | 🌽 **Crop vs. Climate Dashboard** | Matplotlib, Seaborn, Storytelling |
| **05** | **Exploratory Analysis** | đź’¸ **M-Pesa Transaction Insights** | GroupBy, Pivot Tables, Correlation |
| **06** | **Intro to ML** | 🏠**Nyeri Rent Predictor** | Scikit-Learn, Linear Regression |
| **07** | **Deployment** | 🚀 **Live Price Estimator App** | Streamlit, Web App Deployment |
| **08** | **Capstone** | 🏆 **Demo Day Showcase** | Full End-to-End Innovation Project |
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## 🛠️ Prerequisites & Setup
To participate effectively, ensure you have the following installed:
1. **Python 3.x** (We recommend Anaconda Distribution)
2. **VS Code** or **Jupyter Notebook**
3. **Git** (For version control)
### How to Use This Repo
1. **Clone the …