Fibu: Learn Coding Fun

A complete roadmap of Machine Learning, breaking down the field into its three core learning paradigms: Supervised Learning, Unsupervised Learning, and Reinforcement Learning.

In Supervised Learning, you’ll learn how models make predictions using labeled data through techniques like Classification and Regression, powered by algorithms such as Logistic Regression, Decision Trees, Random Forest, SVM, K-Nearest Neighbors, Linear Regression, Ridge, Lasso, and Polynomial Regression.

In Unsupervised Learning, you’ll discover how machines identify hidden patterns in unlabeled data using Clustering methods like K-Means, Hierarchical Clustering, DBSCAN, Gaussian Mixture Models, Mean Shift, and Association Rule Learning algorithms including Apriori, Eclat, and FP-Growth.

In Reinforcement Learning, you’ll explore how intelligent agents learn through interaction with their environment using concepts like States, Actions, Rewards, and Policies, alongside algorithms such as Q-Learning, Deep Q-Networks (DQN), Policy Gradient, Actor-Critic, and Monte Carlo Methods.

The roadmap also highlights Model Evaluation techniques including Cross Validation, Confusion Matrix, Precision, Recall, F1-Score, and ROC-AUC, along with the industry’s most popular tools and frameworks like Scikit-learn, TensorFlow, PyTorch, Keras, and XGBoost.

Finally, discover how Machine Learning powers real-world applications such as Recommendation Systems, Natural Language Processing (NLP), Computer Vision, Healthcare, and Finance, while leveraging programming languages like Python, R, and Julia.

Whether you’re taking your first step into AI or strengthening your Machine Learning foundation, this roadmap provides a clear path to understanding the concepts, algorithms, tools, and technologies that drive modern intelligent systems.

Nobody told me this when I started coding 😅

Tag a beginner who needs to hear this.

If you’re learning to code,

stop just watching — go practice with bite-sized daily challenges on Fibu (link in bio) 👨‍💻🔥

A complete roadmap of modern Web Development, breaking down the journey into Front-End and Back-End essentials.

On the front end, you craft beautiful, interactive user experiences using HTML, CSS, and JavaScript, powered by libraries like Bootstrap, Tailwind, jQuery and frameworks such as React, Angular, and Vue.

On the back end, you handle the logic, servers, and data with powerful languages like Java, Python, PHP, Ruby, and Node.js, while working with APIs (REST, GraphQL) and databases like PostgreSQL, MySQL, and MongoDB.

Whether you’re just starting or leveling up, this roadmap gives you a clear path to becoming a full-stack web developer.

From zero to Full Stack Developer in 200 days. No shortcuts, just consistency, learning, and building every single day.

Start small. Stay focused. Keep shipping. Your future dev self will thank you.

Bro is vibe coding without knowing what a variable is 💀

AI will write the code. But when it breaks — and it
WILL break — you’re on your own 😭

The devs who actually win with AI are the ones who understand the basics first.

Learn the fundamentals → then vibe code like a pro 🔥

Fibu teaches you coding through challenges and games — not boring lectures.

Start free 👇

🔗 Link in bio