## Google Colab Compute Time

!pip install ipython-autotime%load_ext autotime https://colab.research.google.com/notebooks/pro.ipynb

Everything Computer Science

!pip install ipython-autotime%load_ext autotime https://colab.research.google.com/notebooks/pro.ipynb

Can’t locate Algorithm/Diff.pm in @INC (you may need to install the Algorithm::Diff module) Solution: (Worked in Mac) brew install latexdiff brew link latexdiff brew link –overwrite latexdiff

Solve non-linear problems. Similarity measures between two data points. Moves point to different spaces in different dimensions. eg. Support Vector Machine, K-means Clustering. Work in feature space, not in data space. Encode data into feature space. Convert non-linearity to linear model. Good Resources: https://www.youtube.com/watch?v=uDAAi5aQbMU

Notes from https://learn.qiskit.org/course/introduction/describing-quantum-computers Amplitudes – Different from classical probability since it also has direction.– Represented by Complex Number State Vectors – Vectors that describe the state of qubits Vector multiplication and addition to representing Superposition

Notes from https://learn.qiskit.org/course/introduction/why-quantum-computing \section{Introduction}\subsection{What is Quantum Computing}\subsection{Computer} Needs instructions that should be specific and unambiguous i.e. Algorithms With a set of instructions, the computer takes input information and provides output information. \subsection{Algorithm Complexity} measure the performance of the different algorithms algorithm complexity refers to how resources used by algorithms increase with respect to the size ... Read More

https://www.tensorflow.org/quantum https://www.tensorflow.org/quantum/tutorials/hello_many_worlds https://www.tensorflow.org/quantum/overview https://medium.com/@mahamshafiq98/quantum-machine-learning-hybrid-quantum-classical-machine-learning-with-pytorch-and-qiskit-d03da758d58b

Resources:

Install vis XCODE Check cc -v to check if compile is installed. 4.

Install pre-requisites: Check if node.js installed. If not installed: https://nodejs.org/en/ 2. % node –version 3. % npm init vue@latest 4. % npm install 5. % npm run dev Some extra: Visual Studio Code Vola Extension