Modules - Python for Physicists

Module 01 - Getting Started

Contents

Topic ID	Topic Name	Tutorial
M01T01	Setting Up Python	link
M01T02	The Python Interpreter	link
M01T03	The Spyder IDE	link
M01T04	Jupyter Notebooks	link
M01T05	Python in VSCode	link

Key Takeaways

• Installing and configuring Python.
• Running Python scripts and IPython notebooks.
• Using Visual Studio Code to run and debug.

Module 02 - Fundamentals of Python

Contents

Topic ID	Topic Name	Tutorial	Notebook
M02T01	Constants and Variables
M02T02	Tuples and Lists
M02T03	Dictionaries and Sets
M02T04	Strings and Formatting
M02T05	Conditional Statements
M02T06	For and While Loops
M02T07	List Comprehension
M02T08	Functions and Lambda Expressions

Module 03 - Visualizing Data

Contents

Topic ID	Topic Name	Tutorial	Notebook
M03T01	Matplotlib
M03T02	Plotly
M03T03	Seaborn

Module 04 - Scientific Computing

Contents

Topic ID	Topic Name	Tutorial	Notebook
M04T01	Numpy
M04T02	SciPy
M04T03	Pandas
M04T04	SymPy

Module 05 - Best Practices

Contents

Topic ID	Topic Name	Tutorial	Notebook
M05T01	Importing Modules
M05T02	Logging Events
M05T03	Objects and Classes
M05T04	Handling Scenarios
M05T05	Parallelism
M05T06	Speeding Up		link

Module 06 - Machine Learning

Contents

Topic ID	Topic Name	Tutorial	Notebook
M06T01	Bayesian Probability
M06T02	Regression Analysis
M06T03	Classification
M06T04	Clustering
M06T05	Dimensionality Reduction
M06T06	Support Vector Machines

Module 07 - Deep Learning

Contents

Topic ID	Topic Name	Tutorial	Notebook
M07T01	Neural Networks
M07T02	TensorFlow and Keras
M07T03	Principal Component Analysis
M07T04	Feedforward Neural Networks
M07T05	Recurrent Neural Networks
M07T06	Boltzmann Machines and Autoencoders
M07T07	Reinforcement Learning

Module 08 - Quantum Computing

Contents

Topic ID	Topic Name	Tutorial	Notebook
M08T01	CBits to QBits	link
M08T02	Circuits and Gates
M08T03	Measurements
M08T04	Algorithms
M08T05	The Qiskit SDK	link	link
M08T06	Grover’s Algorithm		link

Key Takeaways

• Building quantum circuits and implementing quantum algorithms.
• Executing quantum circuits on IBM’s prototype quantum computers.

Module 09 - Quantum ML

Contents

Topic ID	Topic Name	Tutorial	Notebook
M09T01	Quantum Machine Learning
M09T02	Quantum Generative Adversarial Networks