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With Freecodecamp – I just got recognised as one of their top fans! 🎉
04/15/2026

With Freecodecamp – I just got recognised as one of their top fans! 🎉

04/13/2026

Kubernetes is a popular container orchestration tool that helps you efficiently deploy, manage, & scale your apps. But deploying K8s clusters in the cloud can be complex. Here, Beau teaches you how to use Amazon Elastic Kubernetes Service + the IaC tool Pulumi to make the process smoother.
https://www.freecodecamp.org/news/learn-kubernetes-and-eks-for-deployment/

🚀 My Machine Learning Roadmap – From Foundations to Advanced AIMachine Learning isn’t magic — it’s a structured journey....
04/12/2026

🚀 My Machine Learning Roadmap – From Foundations to Advanced AI

Machine Learning isn’t magic — it’s a structured journey. If you're serious about becoming strong in ML, here’s a simple roadmap to follow:

🔹 Step 1: Foundational ML

Python & NumPy/Pandas
Linear Algebra & Statistics
Supervised vs Unsupervised Learning
Scikit-learn
Model evaluation & feature engineering

🔹 Step 2: Advanced Deep Learning

Neural Networks fundamentals
CNNs (Computer Vision)
RNNs / LSTMs
Transformers
PyTorch or TensorFlow

🔹 Step 3: Reinforcement Learning

Markov Decision Processes
Policy vs Value-based methods
Q-Learning & Deep Q Networks

🔹 Step 4: ML Engineering & Deployment

Data pipelines
Model optimization
Docker & APIs
MLOps fundamentals

💡 Remember:
Data → Processing → Modeling → Optimization → Deployment

The key is consistency. Don’t rush deep learning before mastering fundamentals.

If you're on this journey too, which stage are you currently in? 👇

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