{"product_id":"data-science-for-fundraising-ashutosh-r-nandeshwar-9780692057841","title":"Data Science for Fundraising: Build Data-Driven Solutions Using R","description":"\u003cp\u003eD\u003cstrong\u003eiscover the techniques used by the top R programmers to generate data-driven solutions.\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eAlthough the non-profit industry has advanced using CRMs and donor databases, it has not fully explored the data stored in those databases. Meanwhile, the data scientists, in the for-profit industry, using sophisticated tools, have generated data-driven results and effective solutions for several challenges in their organizations.\u003c\/p\u003e\u003cp\u003eWouldn't \u003cem\u003eyou\u003c\/em\u003e like to learn these data science techniques to solve fundraising problems?\u003c\/p\u003e\u003cp\u003eAfter reading Data Science for Fundraising, you can: \u003cbr\u003e ✔ Begin your data science journey with R\u003cbr\u003e ✔ Import data from Excel, text and CSV files, and databases, such as sqllite and Microsoft's SQL Server\u003cbr\u003e ✔ Apply data cleanup techniques to remove unnecessary characters and whitespace\u003cbr\u003e ✔ Manipulate data by removing, renaming, and ordering rows and columns\u003cbr\u003e ✔ Join data frames using dplyr\u003cbr\u003e ✔ Perform Exploratory Data Analysis by creating box-plots, histograms, and Q-Q plots\u003cbr\u003e ✔ Understand effective data visualization principles, best practices, and techniques\u003cbr\u003e ✔ Use the right chart type after understanding the advantages and disadvantages of different chart types\u003cbr\u003e ✔ Create beautiful maps by ZIP code, county, and state\u003cbr\u003e ✔ Overlay maps with your own data\u003cbr\u003e ✔ Create elegant data visualizations, such as heat maps, slopegraphs, and animated charts\u003cbr\u003e ✔ Become a data visualization expert\u003cbr\u003e ✔ Create Recency, Frequency, Monetary (RFM) models\u003cbr\u003e ✔ Build predictive models using machine learning techniques, such as K-nearest neighbor, Naive Bayes, decision trees, random forests, gradient boosting, and neural network\u003cbr\u003e ✔ Build deep learning neural network models using TensorFlow\u003cbr\u003e ✔ Predict next transaction amount using regression and machine learning techniques, such as neural networks and quantile regression\u003cbr\u003e ✔ Segment prospects using clustering and association rule mining\u003cbr\u003e ✔ Scrape data off the web and create beautiful reports from that data\u003cbr\u003e ✔ Predict sentiment using text mining and Twitter data\u003cbr\u003e ✔ Analyze social network data using measures, such as betweenness, centrality, and degrees\u003cbr\u003e ✔ Visualize social networks by building beautiful static and interactive maps\u003cbr\u003e ✔ Learn the industry-transforming trends\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eRegardless of your skill level, you can equip yourself and help your organization succeed with these data science techniques using R.\u003c\/strong\u003e\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Ashutosh R. Nandeshwar, Devine Rodger\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0692057846\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780692057841\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Data Insight Partners LLC\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 02\/14\/2018\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 568\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 2.14lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.00h x 7.00w x 1.15d","brand":"Ashutosh R. Nandeshwar","offers":[{"title":"Paperback","offer_id":44046336459007,"sku":"9780692057841","price":53.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_d1ee124b-98b4-45ca-83c1-17150503e374.jpg?v=1684983981","url":"https:\/\/www.whiterainbookhouse.com\/products\/data-science-for-fundraising-ashutosh-r-nandeshwar-9780692057841","provider":"WR Book House","version":"1.0","type":"link"}