Artificial Intelligence is our journey into the wonderful workings of one of the most complex mysteries in human physiology, the work of the brain, as much as it is an endeavour to change the world and improve lives.
A single neuron in the brain is an incredibly complex machine that even today we don't understand. A single 'neuron' in a neural network is an incredibly simple mathematical function that captures a minuscule fraction of the complexity of a biological neuron. - Andrew Ng
Through Artificial Intelligence, we seek to tap into the incredible power of our human brains - we only need a fraction of that power - to make us more efficient and effective at doing the things we love.
Let's explore Artificial Intelligence, and especially Secure and Private AI, through the power of the python programming language and facebook's pytorch.
>>> Python Uniqueness Hall Of Fame
>>> Getting Started with Python Data Types
>>> Tensor Exploration In Words
>>> Exploring Implementation of Matrix Multiplication
>>> A spontaneous, and miniscule, Matrix class
>>> Understanding Image Channels
>>> Understanding Image Flattening
>>> Understanding Image Transposition
>>> The Basics of Neural Networks: Softmax Activation Functions
>>> Shades of Green classifier implemented in raw python.
>>> A Red, Green, Blue Double Layer classifier in core python
>>> A Red, Green, Blue, Yellow, Magenta, Cyan Triple Layer classifier demonstrated in core python
>>> Training a model on FashionMNIST: A walkthrough
>>> On the limits of Differential Privacy
>>> Differencing Attack: A simple overview
>>> DIfferential Privacy: Sensitivity and Epsilon
>>> An overview of Federated Learning Concepts
>>> Exploring Vectors arithmetic with Python
>>> Explore Vectorkit 0.1.3. Link to PYPI: <https://pypi.org/project/vectorkit/>
>>> Delving deeper into Matrix Arithmetic with core python - I