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Machine Learning from Scratch

  • "The ML course that kills the fear and builds rock‑solid foundations"

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  • English and Hindi

About the course

This course is your first step into AI, Machine Learning, Deep Learning, and Neural Networks. No prior math or programming expertise needed. We will have this course in English as well as Hindi language.
Our mission is to kill the fear of AI and show you that Machine Learning is simpler and more logical than it seems.

We’ll take a story‑driven, beginner‑friendly journey where you will learn:

1. Let’s kill the fear — Why AI, ML, and Deep Learning are not magic and how understanding them removes the fear.
2. The history of Machine Learning — and why machines learn in the first place.
3. Data: the language of ML — features, labels, and how data powers every model.
4. Understanding ML models — what a model is, what weights mean, and the why behind predictions.
5. Hands‑on tools — introduction to Jupyter Notebook and Python (easy to follow, even for first‑timers).
6. Your first ML model — Linear Regression explained with real‑world examples.
7. The cost of being wrong — understanding the cost function (yes, it’s comparable to OSPF cost).
8. How machines learn — Gradient Descent explained simply, then seen in action with Python.
9. Making learning easier — why feature scaling and engineering matter.
10. From prediction to classification — decision boundaries and why they matter.
11. Machine Learning in networking — plus examples from other industries.
12. Your first ML project — apply everything you learned and build a working model.

What you will learn


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Lorem Ipsum is simply dummy text of the printing and typesetting industry. Lorem Ipsum has been the industry's standard dummy text ever since the 1500s, 

Lorem Ipsum is simply dummy text of the printing and typesetting industry. Lorem Ipsum has been the industry's standard dummy text ever since the 1500s, 

Lorem Ipsum is simply dummy text of the printing and typesetting industry. Lorem Ipsum has been the industry's standard dummy text ever since the 1500s, 

Curriculum


Class-1: What and Why behind Machine Learning
Preview
Class-2: Understanding and Ploting Data
Preview
Class-3: ML Model and Introduction to Google Colab
Class-4: Understanding Cost in ML
Class-5: Weights, Bias and Bottom of the bowl
Class-6: Derivatives, heart of of gradient descent
Class-7: Step size in gradient descent
Class-8: Cost vs Weight vs Bias
Class-9: Let's implement Uni-variant linear regression
Class-10: Introduction to Multi-variant linear regression
Class-11: Cost and Gradient Descent for Multivariant Regression
Class-12: Classification or Logistic Regression
Class-13: Machine Learning in Computer Networking

What is there in class


This course is all about learning Network Automation, absolutely from scratch. I have been talking to lot of Network Engineers and came to know that most of us have decided to come into networking industry so that we do not need to deal with programming. This is true for me also. But believe me, as the world and requirements are changing so rapidly, that we need to spend some time in learning programming also. One more thing, programming is easy and it is comparatively easy than learning some of the networking concepts like MPLS and BGP.
Here the aim is not to make you the full fledge programmer. The aim is to finish that fear of programming in you. We will start from learning fundamentals of Operating systems. We will take one language like Python and solve some of the real-world automation use cases.

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