Connect Express Js to MongoDB
References:https://www.mongodb.com/languages/express-mongodb-rest-api-tutorial
Express Js Node Js Example
https://expressjs.com/en/starter/installing.html Hello World Example Create app.js file with following code. We can use Express application generator also. npx express-generator npm start localhost:3000 Basic Routing
Google Colab Compute Time
!pip install ipython-autotime%load_ext autotime https://colab.research.google.com/notebooks/pro.ipynb
Latexdiff Error Issue
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
Kernel Methods
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
Mathematical notations and objects used in describing quantum computers.
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
Quantum Computing Notes
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
Tensorflow Quantum
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
Quantum Computing
Resources: