Build self-driving cars with Genetic Algorithms from scratch

Why take this course?
🚀 Course Title: Building Self-Driving Cars in Python from Scratch 🚗🤖
Course Headline: Dive into the World of AI with Neural Networks and Genetic Algorithms - Create Autonomous Vehicles Without Depending on AI Frameworks!
Unlock the Mysteries of AI with Practical Learning! 🧠
Welcome, developers! Are you intrigued by the world of Artificial Intelligence but feel overwhelmed by the complexity and abstraction of current AI frameworks? Fear not! This is your opportunity to build your understanding of AI from the ground up. In this comprehensive course, you'll learn to construct Neural Networks and Genetic Algorithms from scratch using only Python, no third-party libraries required!
Why Start with a Project? 🚀
The most effective way to master AI concepts is by tackling a real-world project. In this course, you'll embark on an exciting journey to train self-driving cars using only your code. You'll be surprised at how quickly your car learns to navigate autonomously as you assemble and understand the intricate pieces of AI.
Target Audience:
This course is perfect for: 👩💻👨💻
- Developers who want to apply their basic Python knowledge to build a self-driving car.
- Developers eager to gain hands-on experience with Neural Networks and Genetic Algorithms by constructing them from the ground up.
Embrace the Challenge! 🏎️
Many developers find AI to be a black box due to the opaque nature of current AI frameworks. This course demystifies AI by guiding you through the process of building a self-driving car from an empty script, explaining every step in detail. You'll learn how genetic operators work and what properties can be optimized to create a learning autonomous vehicle.
What Can You Achieve After This Course? 🎓
Upon completion, you will:
- Understand how to define problems that can be solved using Genetic Algorithms.
- Be able to build Neural Networks and Genetic Algorithms from scratch.
- Reuse the code you create in this course for a variety of future projects.
Course Topics:
- AI Introduction: Get familiar with Neural Networks and Genetic Algorithms. 📚
- Car Mechanics: Learn about windows, background drawing, car control, and track interpretation. 🛠️
- Neural Network: Dive deep into inputs, outputs, sensors, activation functions, and feed-forward mechanisms. 🧩
- Genetic Algorithm: Explore fitness evaluation, chromosome structures, selection methods, crossover operations, mutations, and much more. 🦫
- Challenges: Face real-world scenarios such as slippery cars, storing car brains, keeping the car in the middle of the road, and conducting test drives to validate your AI's performance. ⚫️
Course Duration:
- Approximately 2 hours of video content.
- A total of 6 hours of learning time, including hands-on typing along with the instructor. ⏱
Your Instructor:
This course is taught by Loek van den Ouweland, a seasoned software engineer with 25 years of professional experience. Loek is not just a technical expert but also an educator who has created beloved applications like Wunderlist for Windows, Microsoft To-do, and Mahjong for Windows. His passion for teaching software engineering will guide you through this transformative learning journey.
Embark on your AI journey today and transform the way you understand and implement Neural Networks and Genetic Algorithms! 🌟 Join us and turn your Python coding skills into autonomous driving expertise. Enroll now and take the first step towards mastering AI! 🚀💻
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