How To Become An AI/ML Engineer In 2025 | Step-by-Step Roadmap For Beginners

AI is everywhere — from ChatGPT to self-driving cars to Netflix recommendations.
But how do you actually become an AI/ML Engineer — even if you’re starting from zero ?

In this video, I’ll give you a complete step-by-step roadmap to become an AI or Machine Learning Engineer in 2025, covering everything from Python to Deep Learning, projects, and how to get your first job or internship.

We’ll cover 👇

Step 1: Python for AI/ML
Step 2: Math for Machine Learning
Step 3: Data Handling & Visualization
Step 4: Machine Learning Algorithms
Step 5: Deep Learning & Neural Networks
Step 6: Projects, Tools & Portfolio Building
Step 7: Job, Internship & Freelance Tips

Whether you’re a college student, career switcher, or tech enthusiast, this roadmap will give you a clear and focused path to becoming job-ready in AI/ML.
📂 Resources & Tools Mentioned :

Python Libraries : NumPy, Pandas, Matplotlib, Scikit-learn, TensorFlow, PyTorch

Platforms : Kaggle, GitHub, LinkedIn, Upwork, Fiverr, Toptal

IDEs : Jupyter Notebook, VS Code

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Видео How To Become An AI/ML Engineer In 2025 | Step-by-Step Roadmap For Beginners канала CodeNFacts