Machine Learning | Shambhu Bhandari Sharma

My Projects

🧪 ML for DFT — Project Notebook

Learning Resources

2.1 NanoHub Modules

NanoHub ML Modules

Must Watch ⭐ Notebook 1 Notebook 2

2.2 Deep Learning by Experts (fast.ai)

fast.ai Practical Deep Learning

My Notebook Full Book

2.3 Physics-Informed ML / Neural Networks

Physics-Informed ML-NN (YouTube)

ML for Physicist FAU Lectures

2.4 Mathematics for Machine Learning

Mathematics for Machine Learning & Data Science Specialization · DeepLearning.AI

Specialization ↗

Linear Algebra for ML

NumPy Arrays Linear Systems Gaussian Elimination Vector Ops Matrix Mult. Linear Transform Eigenvalues PCA 🏆 Certificate

Calculus for Machine Learning

My Notebook Differentiation Cost Minimization Gradient Descent 1D Gradient Descent 2D Perceptron Regr. Perceptron Class. Newton's Method 2-layer NN 🏆 Certificate

Probability & Statistics for ML

My Notebook Birthday Problems Monty Hall Pandas Intro Rideshare Project

2.5 Machine Learning Specialization (Andrew Ng · Coursera)

Machine Learning Specialization · Andrew Ng · DeepLearning.AI & Stanford

Specialization ↗ 🏆 Certificate

I. Supervised Machine Learning: Regression & Classification 🏆 Cert

Regression

Model Repr. Cost Function Gradient Descent NumPy & Vectors Multi-var Regr. Feature Scaling Polynomial Regr. Scikit-Learn

Classification

Sigmoid Decision Boundary Logistic Loss Overfitting Regularization Logistic Regr.*

II. Advanced Learning Algorithms

Neural Networks

Neurons & Layers Simple NN NN in NumPy Digit Recog. (Binary) ReLU Softmax Multi-class Digit Recog. (Multi)

Trees & Evaluation

Model Evaluation Bias & Variance Decision Trees Tree Ensemble

III. Unsupervised Learning, Recommenders & Reinforcement Learning

Practice notebooks

K-Means Anomaly Detection Collab. Filtering Content Filtering PCA All 24 Notebooks

2.6 Deep Learning Specialization (Coursera)

Deep Learning Specialization · DeepLearning.AI

Specialization ↗ 🏆 Certificate

I. Neural Networks & Deep Learning

Main notebook + downloads

My Notebook QN Downloads

Practice notebooks

📊 Logistic Reg. 📈 Planar Classif. 🔧 Deep NN 📊 Applications

II. Enhancing Deep Learning

Main notebook + assignments

My Notebook All Labs Downloads

Practice notebooks

⚙️ Initialization 🔒 Regularization ✅ Gradient Check 🔍 Optimization 🐍 TensorFlow

III. Structuring ML Projects

Notebook + assignments

My Notebook All Labs Downloads

IV. Convolutional Neural Networks

Notebook + assignments

My Notebook Practicals

V. Sequence Models

Notebooks

My Notebook Week 1 ipy Week 3 ipy

2.7 Proficiency in Coding

Python for Machine Learning

Notebook

AI for Scientific Research

Notebook

Python Specialization a: Basics

Note

Python Specialization b: Functions

Note

Python Specialization c: Data Collection

Note

Python Classes & Inheritance

Note

Python, Bash & SQL — Data Engineering

Python, Bash & SQL Specialization (Duke)

Sp1 — Python & Pandas for Data Engineering

Notebook

Sp2 — Linux & Bash for Data Science

Notebook

DeepLearning.AI — Data Engineering Professional Certificate

Data Engineering Professional Certificate · DeepLearning.AI · AWS

Specialization ↗ 🏆 Certificate Git Notes (community)

1 — Introduction to Data Engineering

Notebook Slides

2 — Source Systems, Ingestion & Pipelines

Notebook Slides

3 — Data Storage & Queries

Notebook Slides

4 — Data Modeling, Transformation & Serving

Notebook

IBM Data Science Professional Certificate

IBM Data Science Professional Certificate · Coursera · IBM

Specialization ↗ 🏆 Certificate

1 — What is Data Science?

Notebook

2 — Tools for Data Science

Notebook

3 — Data Science Methodology

Notebook

4 — Python for Data Science

Notebook

5 — Python Project for Data Science

Notebook

6 — Databases & SQL for Data Science

Notebook

7 — Data Analysis with Python

Notebook

8 — Data Visualization with Python

Notebook

9 — Machine Learning with Python

Notebook

10 — Applied Data Science Capstone

11 — Generative AI for Data Science

Full Stack Agentic AI Specialization

1 — Agentic AI Foundations: Build RAG & MCP Chatbots

Notebook

2 — MCP Servers: Agentic AI Architecture

Notebook

3 — Advanced MCP Tool Calling for AI Agents

Notebook

Generative AI & LLM Engineering

Generative AI Engineering with LLMs Specialization · DeepLearning.AI & AWS

Specialization ↗ 🏆 Certificate

1 — Generative AI & LLMs: Architecture and Data Preparation

Notebook

DeepLearning.AI — Agentic AI (Short Course)

Course

DeepMD-kit — Deep Learning for Molecular Dynamics

Paper

DeepLearning.AI — Data Analytics Professional Certificate

Data Analytics Professional Certificate · DeepLearning.AI (in progress — C5 coming soon)

Specialization ↗

1 — Data Analytics Foundations

Notebook Slides

2 — Applied Statistics for Data Analytics

Notebook Slides

3 — Python for Data Analytics

Notebook Slides

4 — Data I/O and Preprocessing with Python & SQL

Notebook Slides

5 — Data Storytelling (coming soon)

Data Structures & Algorithms

Data Structures Using Python 2024 (Packt / Coursera)

Course