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How to Become Data Scientist or Machine Learnign Engineer with Free Resources

  I have curated the learning pathway for you to learn Machine Learning and Data Science. You can follow the Google Classroom paths below: Essential Math and Stat Data Science   Computational Mathematics SQL R & Python Big Data [optional] Distributed Algorithm & Optimizations [optional] Data Collection, Preparation & Hypothesis Tests Stochastic Process Cognitive Analysis Perspective Analysis and Prediction Predictive Analysis Descriptive Data Analysis Categorical Data Analysis & Generalized Research Methodology Applied Data Analytics Machine Learning Methods Linear Regression Model Image Processing & Analysis Deep Learning Capstone Projects Also, you can find my Github repo for many examples for beginner to expert levels here. Photo by Vanessa Loring

Market Basket Analysis

  Market basket analysis (MBA) is a data mining technique that analyzes customer purchase data to identify patterns and relationships between products. It is used by retailers to improve their product assortment, pricing, and promotions. MBA can be used to identify: Products that are often bought together : This information can be used to place products that are frequently purchased together in close proximity to each other in the store. For example, milk and bread are often purchased together, so they could be placed on the same shelf. Products that are complementary : This information can be used to cross-sell products to customers. For example, if a customer buys a printer, they might also be interested in buying ink cartridges. Products that are rarely purchased : This information can be used to identify products that are not selling well and may need to be discontinued or promoted. Customers who are likely to buy a particular product : This information can be used to ...

Smart Contract with Rust

  While we focus on writing concurrent backend systems in Rust , you will also interact with our Smart Contracts written in Solidity and develop your understanding of auction mechanisms and DeFi protocols. I can explain this in more detail. Concurrent backend systems are systems that can handle multiple requests at the same time. They are often used in web applications and other systems that need to be able to handle a lot of traffic. Rust is a programming language that is well-suited for writing concurrent backend systems. It has features such as ownership and borrowing that help to prevent race conditions and other concurrency errors. Smart contracts are self-executing contracts that are stored on a blockchain. They are used to automate transactions and agreements. Solidity is a programming language that is used to write smart contracts. It is a statically typed language that is designed to be secure and reliable. Auction mechanisms are methods for selling goods or service...