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https://en.wikipedia.org/wiki/Graph_(discrete_mathematics) https://algs4.cs.princeton.edu/41graph https://au.mathworks.com/help/matlab/math/directed-and-undirected-graphs.html https://mathinsight.org/definition/undirected_graph https://medium.com/basecs/a-gentle-introduction-to-graph-theory-77969829ead8 https://www.jsums.edu/nmeghanathan/files/2015/05/CSC434-Fall2014-Module-1-Graph-Theory-Basics.pdf

https://www.ibm.com/quantum/blog/iqp-upgrade https://quantum.cloud.ibm.com/docs/en/migration-guides/classic-iqp-to-cloud-iqp New version of IBM Quantum Platformhttps://quantum.cloud.ibm.com/ https://quantum.cloud.ibm.com/docs/en/guides/cloud-setup Major Differences:https://quantum.cloud.ibm.com/docs/en/migration-guides/classic-iqp-to-cloud-iqp#major-differences

Iterative process: Goal of gradient descent: MINIMIZE the cost function (error between predicted and actual value) Requirements: a Learning Rate and the direction where to go. Terms: Types of Gradient Descents: https://www.ibm.com/think/topics/gradient-descent Linear Regression: Gradient Descent (One of the best source)https://developers.google.com/machine-learning/crash-course/linear-regression/gradient-descentMath behind gradient descent: https://sebastianraschka.com/faq/docs/gradient-optimization.html https://www.khanacademy.org/math/multivariable-calculus/applications-of-multivariable-derivatives/optimizing-multivariable-functions/a/what-is-gradient-descent https://www.geeksforgeeks.org/gradient-descent-algorithm-and-its-variants https://en.wikipedia.org/wiki/Gradient_descent

What is DP? What is privacy in first place? What do we refer to privacy in ML? What is the main difference between: PCA and PCA DP? Same with SGD vs SGD DP? Why do we need DP? What are the problems in Machine Learning in terms of privacy? How to quantify privacy? Loss of ... Read More

python -m venv venv Windows PS: .\venv\Scripts\Activate.ps1Mac OS: source venv/bin/activateLinus: https://docs.python.org/3/library/venv.html

Tutorials

Satellite Constellation Access to Ground Station https://au.mathworks.com/help/satcom/ug/satellite-constellation-access-to-groundstation.html This is summary note from above link reference: https://au.mathworks.com/help/satcom/ug/satellite-constellation-access-to-groundstation.html [Images are generated locally in Matlab] Objective:The scenario analyzes when a constellation of 40 low-Earth orbit satellites can photograph a specific geographical site located at 42.3001 degrees North and 71.3504 degrees West. Each satellite has an onboard conical sensor ... Read More

Resources:

https://github.com/ML-Bioinfo-CEITEC/genomic_benchmarks/blob/main/notebooks/How_To_Train_BERT_Classifier_With_HF.ipynb