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Scientific Python

For Telecommunications and Computational Imaging

From rusty Python fundamentals to GPU-accelerated solvers and large language models. The practical toolkit for implementing everything in Books 1 and 2.

52 chapters427 sections122+ hours of content
Start from Chapter 1

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Python Language Deep DiveScientific Computing with NumPy and SciPyGPU Computing: CuPy and PyTorch TensorsVisualization and Data PresentationSignal Processing and Communications in PythonDeep Learning with PyTorchLarge Language Models and Advanced MLInverse Problems and ReconstructionSoftware Engineering for ResearchCapstone ProjectsFuture topics

All Chapters

Part 1: Python Language Deep Dive

Chapter 1

Python Refresher — The Fast Track

~120 minFoundational
Chapter 2

Functions, Closures, and Decorators

~120 minFoundational
Chapter 3

Object-Oriented Python for Scientific Computing

~120 minFoundational
Chapter 4

Type Hints, Testing, and Modern Python

~150 minFoundational

Part 2: Scientific Computing with NumPy and SciPy

Chapter 5

NumPy Mastery

~180 minFoundational
Chapter 6

Linear Algebra in NumPy and SciPy

~150 minFoundational
Chapter 7

Signal Processing with SciPy

~150 minIntermediate
Chapter 8

Optimization with SciPy and CVXPY

~150 minIntermediate
Chapter 9

Statistics, Random Processes, and Monte Carlo

~150 minIntermediate

Part 3: GPU Computing: CuPy and PyTorch Tensors

Chapter 10

GPU Computing Fundamentals

~120 minIntermediate
Chapter 11

CuPy — NumPy on the GPU

~150 minIntermediate
Chapter 12

PyTorch Tensors as a Scientific Computing Tool

~150 minIntermediate
Chapter 13

Performance Patterns and Memory Management

~120 minIntermediate
Chapter 14

Accelerating Python Beyond GPU

~120 minIntermediate

Part 4: Visualization and Data Presentation

Chapter 15

Matplotlib — From Quick Plots to Publication Quality

~150 minFoundational
Chapter 16

Advanced 2D Visualization

~120 minIntermediate
Chapter 17

3D Visualization

~150 minIntermediate
Chapter 18

LaTeX Integration and Automated Reporting

~90 minIntermediate
Chapter 19

Jupyter, Pandas, and Interactive Development

~120 minFoundational

Part 5: Signal Processing and Communications in Python

Chapter 20

Digital Modulation and Detection

~120 minIntermediate
Chapter 21

Channel Modeling and Fading Simulation

~120 minIntermediate
Chapter 22

OFDM System Simulation

~150 minIntermediate
Chapter 23

MIMO Detection and Precoding

~150 minIntermediate
Chapter 24

Beamforming and Array Processing

~120 minIntermediate
Chapter 25

Radar Signal Processing Implementation

~120 minIntermediate

Part 6: Deep Learning with PyTorch

Chapter 26

PyTorch Neural Network Fundamentals

~150 minIntermediate
Chapter 27

Convolutional Neural Networks

~150 minIntermediate
Chapter 28

Working with Complex-Valued Data in Neural Networks

~120 minAdvanced
Chapter 29

Recurrent Networks and Sequence Models

~120 minIntermediate
Chapter 30

Attention and Transformer Architectures

~150 minIntermediate
Chapter 31

Generative Models — Implementation

~180 minAdvanced
Chapter 32

Reinforcement Learning Foundations

~150 minAdvanced
Chapter 33

Transfer Learning, Pre-Trained Models, and Fine-Tuning

~120 minIntermediate

Part 7: Large Language Models and Advanced ML

Chapter 34

Natural Language Processing Foundations

~120 minIntermediate
Chapter 35

How Large Language Models Work

~150 minAdvanced
Chapter 36

Using LLMs Programmatically

~150 minIntermediate
Chapter 37

Fine-Tuning and Training Language Models

~150 minAdvanced
Chapter 38

LLMs for Telecommunications and Imaging Research

~150 minAdvanced
Chapter 39

Advanced ML Topics

~180 minAdvanced

Part 8: Inverse Problems and Reconstruction

Chapter 40

Building a Sensing Operator

~180 minAdvanced
Chapter 41

Classical Reconstruction Algorithms

~180 minAdvanced
Chapter 42

Message-Passing Algorithms

~150 minAdvanced
Chapter 43

Learned Reconstruction

~180 minResearch
Chapter 44

Evaluation and Experiment Management

~120 minAdvanced

Part 9: Software Engineering for Research

Chapter 45

Version Control and Collaboration

~90 minFoundational
Chapter 46

Remote Development Workflow

~120 minIntermediate
Chapter 47

Documentation and Project Management

~90 minFoundational
Chapter 48

CLI Architecture and Configuration

~120 minIntermediate

Part 10: Capstone Projects

Chapter 49

Capstone A — Link-Level Communication Simulator

~180 minResearch
Chapter 50

Capstone B — Computational Imaging System

~180 minResearch
Chapter 51

Capstone C — LLM-Powered Research Assistant

~180 minResearch
Chapter 52

From Project to Paper

~120 minResearch