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Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.robertoreif.com/blog/2025/3/11/the-spotlight-effect monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/416173da-cdb3-4823-ab64-763fa5c45aa6/0026.gif The Spotlight Effect - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.robertoreif.com/blog/2025/3/4/being-busy-does-not-equate-to-being-productive monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/876bd098-08f5-49ef-90f4-d0b70bd54fb1/0025.gif Being Busy does not Equate to Being Productive - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.robertoreif.com/blog/2025/7/1/3d-charts-distort-data monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/8933941c-2cfa-4b8d-81af-43425cd1ad67/0037.gif 3D Charts Distort Data - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.robertoreif.com/blog/2025/2/25/managing-a-busy-life monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/b9cd83e7-8055-4a60-af34-7fa839327dc7/0002.gif Managing a Busy Life - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.robertoreif.com/blog/2025/2/18/python-lists-remove monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/d325af26-a15a-4981-9460-c4af1bca7850/0016.gif PYTHON LISTS: Remove - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.robertoreif.com/blog/2025/2/11/pie-versus-bar-charts monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/4602ca6a-a3c8-4230-87ef-65627b426ee3/0015.gif Pie Versus Bar Charts - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.robertoreif.com/blog/2025/2/4/python-lists-append-versus-extend monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/94f5b81a-4815-47ce-bc8a-add7ec383b1f/0004.gif PYTHON LISTS: Append versus Extend - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.robertoreif.com/blog/2025/1/28/why-is-a-number-raised-to-the-power-of-0-equal-to-1 monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/e8a9a9c8-82d9-466b-9270-f06fb77cc097/0009.gif Why is a Number Raised to the Power of 0 Equal to 1? - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.robertoreif.com/blog/2025/5/6/every-no-means-you-are-one-step-closer-to-a-yes monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/da1816d6-cb45-4f32-b312-735d552b9ae5/0030.gif Every No Means You Are One Step Closer to A Yes - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.robertoreif.com/blog/2025/1/7/pie-chart-limitations-too-many-slices monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/4b019505-18b0-4584-b517-baeb0947790e/0003.gif Pie Chart Limitations - Too Many Slices! - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.robertoreif.com/blog/2025/1/7/embrace-change-it-is-the-only-constant-in-life monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/0a6d48e4-d0ec-4958-89fe-91651463927e/0013.gif Embrace Change, It Is The Only Constant In Life - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.robertoreif.com/blog/2025/1/6/compare-yourself-to-who-you-were-yesterday-not-to-someone-else monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/d50c3de3-e162-4f7b-8217-408c4fdc401f/0005.gif Compare Yourself To Who You Were Yesterday, NOT To Someone Else - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.robertoreif.com/blog/2020/10/04/impact-the-reason-why-companies-will-hire-you monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1600653689247-CEQXBFA6RYQUJ1S1FMHE/newtons-cradle-256213_1920.jpg Impact: the reason why companies will hire you https://www.robertoreif.com/blog/2020/2/9/ordering-pizza monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1581309524862-06ALZLDV81LWK7W9MWB4/pizza2.jpg What can ordering pizza teach us about good visualizations? https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1578543170729-VIA123EXLQ695D1MQQSW/Pizza.jpg What can ordering pizza teach us about good visualizations? https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1578543338996-GBOWWSU62ZTX1A8QM1D8/Screen+Shot+2020-01-08+at+8.14.59+PM.png What can ordering pizza teach us about good visualizations? https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1578544833707-IJOPLMP3PM9MMZWFOBEU/Bubble+Chart.jpg What can ordering pizza teach us about good visualizations? Example of a Bubble Chart which displays the number of universities per country https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1578580577379-R3GXYOMOO6H3JU9WSFLU/TreeMap.png What can ordering pizza teach us about good visualizations? Example of a Treemap https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1581090969761-H4BNOLN4O0X2DGAU6CNI/pie.png What can ordering pizza teach us about good visualizations? Example of a Pie Chart https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1578925883321-D144KQ9535P9J3EYHXB0/Shapes.png What can ordering pizza teach us about good visualizations? Different shapes that have the same area https://www.robertoreif.com/blog/2020/1/6/word-clouds monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1577252922126-6EFGIX2JTKB0U6PXZWO5/WC_WCBattery.png Quantitative Drawbacks When Using Word Clouds For Text Analysis Figure 1: Word cloud displaying "battery” as the most common word https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1577253567218-AOZ0XMOPGJIHOPY8OQHU/WC_WCNew.png Quantitative Drawbacks When Using Word Clouds For Text Analysis Figure 2: Word cloud displaying "new” as the most common word https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1577255267631-E3TSFC43NXRZNKO1U13R/WC_Size1.png Quantitative Drawbacks When Using Word Clouds For Text Analysis Figure 3: Left side displays the relative sizes of the two words obtained from Figure 1. Right side displays the relative sizes of the two words obtained from Figure 2. https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1577255758143-E9ABO94OY61JIJCS06UA/WC_Size2.png Quantitative Drawbacks When Using Word Clouds For Text Analysis Figure 4: Left side displays the relative sizes of the two words obtained from Figure 1. Right side displays the relative sizes of the two words obtained from Figure 2. Both images display how the smaller word fits within the larger word for width and height. https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1577282052859-XU2YRPFFZMT2139CMU8B/WC_bar.png Quantitative Drawbacks When Using Word Clouds For Text Analysis Figure 5: Bar chart displaying the count of each word appearing on a document. The left and right side displays the data used for Figures 1 and 2, respectively. https://www.robertoreif.com/blog/2018/7/7/improve-the-prediction-for-the-world-cup-bracket-by-selecting-the-highest-group-stage-points monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1531058759222-370NOVMSFIBJCH5NM25D/flags.png Improve the Prediction for the World Cup Bracket by Selecting the Team with the Highest Group Stage Points https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1531019217084-987T63DN8IHR4XOHAT6E/PercentageStage.jpg Improve the Prediction for the World Cup Bracket by Selecting the Team with the Highest Group Stage Points Figure 1: Percentage of games where the team with the highest Group Stage points won the match, separated by stage. https://www.robertoreif.com/blog/2018/6/25/smart-guessing-the-outcome-of-the-world-cup-stage monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1530223232966-LM8A3126Q7C1VXO2N3EJ/magician-481240_1920.jpg Improve the Prediction for the World Cup Group Stage Games by Never Predicting Ties https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1529990917881-QKKQQ27884UZ0S1IVYMV/groups.jpg Improve the Prediction for the World Cup Group Stage Games by Never Predicting Ties Figure 1: Image obtained from Fox Sports. https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1530673966140-1LO3L3PP78M0OFMMJV64/1.jpg Improve the Prediction for the World Cup Group Stage Games by Never Predicting Ties Figure 2: Histogram of percentage of correct predictions for a Baseline model. https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1530220358318-J6NKIXLG9FVWA9TAXFGY/Tie.jpg Improve the Prediction for the World Cup Group Stage Games by Never Predicting Ties Figure 3: Percentage of games resulting in a tie during the World Cup Group Stage for different years. Dashed line is the percentage of games resulting in a tie across all years. https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1530673991477-G8R0Z6FVEW7RDX2T6WVD/2.jpg Improve the Prediction for the World Cup Group Stage Games by Never Predicting Ties Figure 4: Histogram of percentage of correct predictionsfor a Baseline model (blue) and Bias model (red). https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1530674012822-SY4A4LTW1D0HHFLO3W7I/3.jpg Improve the Prediction for the World Cup Group Stage Games by Never Predicting Ties Figure 5: Histogram of percentage of correct predictions for a Baseline model (blue) and No Tie model (green). https://www.robertoreif.com/blog/2018/6/26/classification-of-retinal-cross-sectional-optical-coherence-tomography-images monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1529016629842-THAF8FW991RMXM1WG4SK/OCT+Image.JPG Impact of Sample Size on Transfer Learning Fig. 1: From left to right: Choroidal Neovascularization (CNV) with neovascular membrane (white arrowheads) and associated subretinal fluid (arrows). Diabetic Macular Edema (DME) with retinal-thickening-associated intraretinal fluid (arrows). Multiple drusen (arrowheads) present in early AMD. Normal retina with preserved foveal contour and absence of any retinal fluid/edema. Image obtained from the following publication. https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1529042232852-HSXX2OF295T2AW8L7MW4/VGG16_layers.png Impact of Sample Size on Transfer Learning Fig. 2: VGG16 Convolutional Neural Network architecture displaying the convolutional, fully connected and softmax layers. After each convolutional block there was a max pooling layer. https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1529040593776-6QOSHGYR4S5YW4ATANTB/VGG16_Modif.png Impact of Sample Size on Transfer Learning Fig. 3: VGG16 Convolutional Neural Network architecture displaying a replacement of the top layer at the location of Block 5, where a Softmax layer with 4 classes was added, and the 100,356 parameters were trained. https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1529022119173-CBIESGA9N7ZSQBQDZS88/AccuracyVsLayer.png Impact of Sample Size on Transfer Learning Fig. 4: Accuracy of the model as a function of the different layers where the Softmax layer was placed within the VGG16 architecture. https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1529041411493-U5XBN3Q1YT47CB2HOAKC/Confusion.png Impact of Sample Size on Transfer Learning Table 1: Confusion matrix indicating the percentage of samples https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1529022102405-60GS3ANCPCTYSWJX9PCB/AccuracyVsSize.png Impact of Sample Size on Transfer Learning Fig. 5: Accuracy of the model as a function of the sample size. https://www.robertoreif.com/blog/2018/05/14/product-recommendations-using-image-similarity-yy76x monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1525872741162-SFJ7O8Q5L40EB8D25VYQ/1512.jpg Image Based Product Recommendation System Figure 1: Top left, image of the original image selected. Top right, bottom left and bottom right are the top three recommendations. https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1525890767301-0CJQ2BHPNQAH9K7AOCHO/AllData.JPG Image Based Product Recommendation System Figure 2: Sample of the >25,000 shoe images that have a white background and a side view with the toe pointing towards the left. https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1525872902098-QW6NRHPM5ZLJIM5PSRF2/VGG16-2.jpg Image Based Product Recommendation System Figure 3: Pre-Trained VGG16 Architecture with ImageNet, indicating the last fully connected layer where we extract 4096 features for each image. https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513320200678-V4V882A8Q2TDYXKDVFIZ/1512.jpg Image Based Product Recommendation System https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513320211285-417BMPNCD0567JQYHJ5G/226.jpg Image Based Product Recommendation System https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513320220997-W2RTP0XRYIJWEVYH90L1/855.jpg Image Based Product Recommendation System https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513320455242-XI5GUULDUI8KFVZH7HPC/3445.jpg Image Based Product Recommendation System https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513320446492-31W3YAU2A4DPEAHVXE24/1711.jpg Image Based Product Recommendation System https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513320465341-X38PU4WCWLUECB3EQ9WH/4433.jpg Image Based Product Recommendation System https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513320476139-WF9TIT79OZN7EAUBEJAW/5583.jpg Image Based Product Recommendation System https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513320486187-LG7PW3S2RF96OAZZRMOV/5751.jpg Image Based Product Recommendation System https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513320497138-71BEVG6YXZXR38US5MRL/7652.jpg Image Based Product Recommendation System https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513320522303-Q1GSVZ2OG0F48XXS4MJ2/8156.jpg Image Based Product Recommendation System https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513320532400-PFZ3IKQYHAJC6597HES9/10234.jpg Image Based Product Recommendation System https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513320547501-VT9SZMF9Z9HCLZPONHLS/11285.jpg Image Based Product Recommendation System https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513320558809-MGXWA5WQG8BU1N7OFIGR/11448.jpg Image Based Product Recommendation System https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513320568865-3RRQ3LYLDYC7JORYX7RT/11918.jpg Image Based Product Recommendation System https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513320578548-OPPZZYABZZYSESF7R95B/12186.jpg Image Based Product Recommendation System https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513320586239-H4DJXPM7UCKBQY1TZ0XQ/13153.jpg Image Based Product Recommendation System https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513320597674-L8MCV98KVT23S5SS3WYL/14553.jpg Image Based Product Recommendation System https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513320607615-XFUAPT50DMX8L0X9VIO1/14838.jpg Image Based Product Recommendation System https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513320616477-25HMIBFQU68Z4KJTRUJF/15656.jpg Image Based Product Recommendation System https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513320626351-AHUROJ8ZIGP37W1CFID9/16098.jpg Image Based Product Recommendation System https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513320635181-YJ3CN41W0KO1UHZ4NJF8/17225.jpg Image Based Product Recommendation System https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513320642391-FYQ56BNDLTNYKHWXMY1G/18978.jpg Image Based Product Recommendation System https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513320651435-MJ0PBFEKFZ9PRQM7WJMS/20783.jpg Image Based Product Recommendation System https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1525843762700-AVXBUK83CERA3VIE3G8X/Inertia.jpg Image Based Product Recommendation System Figure 4: Inertia of the k-means algorithm up to 200 clusters. https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1525843962499-F3XR13MMWVDC02DQ4ATQ/TSNE-gray.jpg Image Based Product Recommendation System Figure 5: 2-dimensional projection of each shoe in the database after performing a t-SNE procedure. https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1526424230671-DMKP0N9L1SZEP401E4FD/ClustersShoes.jpg Image Based Product Recommendation System https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1526424301148-CBKQMYI08O9D1SKL39UD/TSNE2.jpg Image Based Product Recommendation System Figure 6: Top: closest shoes to the center of each cluster. Bottom: t-SNE two-dimensional projection highlighting the shoes that belong to each of the 20 clusters. https://www.robertoreif.com/blog/2018/1/9/pca monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515522268322-73JXMU5XS4Y16PS8FZ91/2018_PCA_1.png Limitations of Applying Dimensionality Reduction using PCA Figure 1: (A) Original data set showing X1 and X2, (B) Data transformed to its principal components 1 and 2, (C) Figure presenting only the projection of principal component 1, and (D) Figure presenting only the projection of principal component 2. https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515522293307-2ON34I3QAVRECKEWQL33/2018_PCA_2.png Limitations of Applying Dimensionality Reduction using PCA Figure 2: (A) Original data set showing X1 and X2, (B) Data transformed to its principal components 1 and 2, (C) Figure presenting only the projection of principal component 1, and (D) Figure presenting only the projection of principal component 2. In all cases the data is labeled with a strong separation on its direction of highest variance. https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515522315554-5EJBYQWWYZXOX15PFOBH/2018_PCA_3.png Limitations of Applying Dimensionality Reduction using PCA Figure 3: (A) Original data set showing X1 and X2, (B) Data transformed to its principal components 1 and 2, (C) Figure presenting only the projection of principal component 1, and (D) Figure presenting only the projection of principal component 2. In all cases the data is labeled with a strong separation on its direction of lowest variance. https://www.robertoreif.com/blog/2017/12/21/importance-of-feature-scaling-in-data-modeling-part-2 monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513921739678-2Y1VE9S9XM2UJ9TD9TMH/2018_FeatScal_Origin_data.gif Importance of Feature Scaling in Data Modeling (Part 2) Figure 1: (A) Original and (B) Normalized data. https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515341062463-BTAQMHOMEG3IC5Q5BQVX/2018_FeatScal_Optimu_Learning_Rate.png Importance of Feature Scaling in Data Modeling (Part 2) Figure 2: (A) Number of steps taken as a function of the learning rate. (b) Sum of squared error as a function of the number of steps taken. https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515341153193-MPGW0N35ZWZ4ZL22XXRV/2018_FeatScal_Number_of_steps.png Importance of Feature Scaling in Data Modeling (Part 2) Figure 3: Number of steps to reach β1 and β2 for the "Original" and "Normalized" data sets. https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515341331491-2A6NFEHZ4236CCCBKK5W/2018_FeatScal_CostFunc.png Importance of Feature Scaling in Data Modeling (Part 2) Figure 4: Path thru the cost function of the gradient descent algorithm for the (A) Original and (B) Normalized data sets. https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515340981238-UPBC9VGL53XASEJOGMCQ/2018_FeatScal_HistSteps.png Importance of Feature Scaling in Data Modeling (Part 2) Figure 5: Histogram of the Ratio of the Number of Steps taken between the Original and Normalized dataset. https://www.robertoreif.com/blog/2017/12/16/importance-of-feature-scaling-in-data-modeling-part-1-h8nla monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513455058325-EW6QVCTOIM0SKQRVDN7R/output_5_0.png Importance of Feature Scaling in Data Modeling (Part 1) Figure 1: Data and Ground Truth for three different ranges of X. https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513455648159-3EJXQOJB8KZBJHFE5TV1/2017_FeatScal_2.png Importance of Feature Scaling in Data Modeling (Part 1) Figure 2: Data, Ground Truth and Model to a simple linear fit for three different ranges of X. https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513456114596-Y1VZM0808C1RFR5SK750/2017_FeatScal_3.png Importance of Feature Scaling in Data Modeling (Part 1) Figure 3: Third order polynomial fit of a linear regression model to three different ranges of X without normalization. https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1513456998883-PIE8DZTC7IXU9IYUZJY3/2017_FeatScal_4.png Importance of Feature Scaling in Data Modeling (Part 1) Figure 4: Third order polynomial fit of a linear regression model to three different ranges of X with normalization. https://www.robertoreif.com/blog/2018/1/7/displaying-images-in-tableau-with-some-help-from-python monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515338394286-TSHEQS8WWON8OYWWCOPH/2017-Im2Col-1pixel.png Displaying Images in Tableau (with some help from Python) https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515338456880-NF9FQBHVBZ97WAWC1G62/2017-Im2Col-RGB.JPG Displaying Images in Tableau (with some help from Python) https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515339305567-5I6UHAFWOGFJ47HV7DU2/2017-Im2Col-RowCol.png Displaying Images in Tableau (with some help from Python) https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515338643492-GG86OA2QJY5QD8L9FPCL/2017-Im2Col-Python.JPG Displaying Images in Tableau (with some help from Python) https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515338702067-5KQVU71BUXMJWBW79F6W/2017-Im2Col-csv.JPG Displaying Images in Tableau (with some help from Python) https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515338808555-IQ9KBR1QY4OXWPWNISCU/2017-Im2Col-Tableau.JPG Displaying Images in Tableau (with some help from Python) https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515338855545-KHL7SV8OUI80XOHBXKN5/2017-Im2Col-Joshua.JPG Displaying Images in Tableau (with some help from Python) https://www.robertoreif.com/blog/2018/1/7/why-you-should-be-careful-when-averaging-percentages monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515339623911-ZOTKECMRXI4B832S1CA8/2017-Avg-Graph3.png Why you should be careful when averaging percentages https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515339774583-XWXTC25YWHBMBEWKMWRR/2017-Avg-Table1.JPG Why you should be careful when averaging percentages https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515339806950-C5WPYMY1VAI22ZI5ES7X/2017-Avg-Eqn1.JPG Why you should be careful when averaging percentages https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515339863537-NRQAFFK1Z8442FTTJH5O/2017-Avg-Table2.JPG Why you should be careful when averaging percentages https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515339902823-HIEKSSVUHO0K2GGPUJQY/2017-Avg-Eqn2.JPG Why you should be careful when averaging percentages https://www.robertoreif.com/blog/2018/1/8/plotting-functions-part-2-using-polar-coordinates monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515472784356-WZT7BLT9Q03YEUZJLG1L/2017-Pol-Main.jpg Plotting Functions – Part 2: Using Polar Coordinates In the figure above we have (A) a circle, (B) an 85% complete circle, (C) an 85% complete heart, (D) a spiral with 5 loops, (E) a star (NumStartPoints = 7, Angle1 = 60, Angle2 = 60), (F) a star (NumStartPoints = 20, Angle1 = 145, Angle2 = 145), (G) a star (NumStartPoints = 73, Angle1 = 65, Angle2 = 65), (H) a star (NumStartPoints = 73, Angle1 = 145, Angle2 = 145), (I) a star (NumStartPoints = 51, Angle1 = 258, Angle2 = 131), (J) a star (NumStartPoints = 100, Angle1 = 175, Angle2 = 178), (K) a star (NumStartPoints = 91, Angle1 = 28, Angle2 = 84), (L) a star (NumStartPoints = 91, Angle1 = 76, Angle2 = 120). https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515472866421-S4C5CT3BQVIVAILNX706/2017-PolCart-Data.JPG Plotting Functions – Part 2: Using Polar Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515472941944-7ZB0PS3I3Q3VLBUZR5YM/2017-Pol-RadiusParam.JPG Plotting Functions – Part 2: Using Polar Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515473053733-XF4KZ18N4VEYDMK7GEZR/2017-Pol-RangeEnds2.JPG Plotting Functions – Part 2: Using Polar Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515473093180-D7ABQSUE9KARY5JQT6IV/2017-Pol-RangeEndsBin2.JPG Plotting Functions – Part 2: Using Polar Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515473135962-NBEZLH3X0XIP6XHUEAMR/2017-Pol-Index2.JPG Plotting Functions – Part 2: Using Polar Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515473183566-JKBNGUGG9R1ZMH70VT0Q/2017-Pol-ThetaCircle.JPG Plotting Functions – Part 2: Using Polar Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515473238610-ESYRVQCC2B0SADR4P9O1/2017-Pol-Eqn-Circle.JPG Plotting Functions – Part 2: Using Polar Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515473266881-QEBWDN7Y73FBEQGFENW8/2017-Pol-XYCircle.jpg Plotting Functions – Part 2: Using Polar Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515473365553-RR8ZZV9UQTFH2YMRE9LN/2017-Pol-Percentage.JPG Plotting Functions – Part 2: Using Polar Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515473443418-7XRM3QHBT4XJ2QWCVDY9/2017-Pol-ThetaIncomplete.JPG Plotting Functions – Part 2: Using Polar Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515473529403-IUJDSCTIFR5OB6RW3Z49/2017-Pol-Eqn-Heart.JPG Plotting Functions – Part 2: Using Polar Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515473559541-0HV3OW9D42WSG039OVH1/2017-Pol-XYIncomplete.jpg Plotting Functions – Part 2: Using Polar Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515473669197-WV9GFPPONLP6W3U6LSL9/2017-Pol-NumberOfSpirals.JPG Plotting Functions – Part 2: Using Polar Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515473727576-NHOHLJ6MG187XMP5ALJ9/2017-Pol-ThetaSpiral.JPG Plotting Functions – Part 2: Using Polar Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515473782042-YKA4VW584VQ8XP37VZXZ/2017-Pol-XYSpiral.jpg Plotting Functions – Part 2: Using Polar Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515473875693-ECUOFWGSGO9R2OHWXT97/2017-Pol-StarParameters.jpg Plotting Functions – Part 2: Using Polar Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515473950915-IX4YSVLKF6Y8MRW1N2IA/2017-Pol-RangeEndsStar.JPG Plotting Functions – Part 2: Using Polar Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515473984030-M8JRHI2R9HVO447C0485/2017-Pol-RangeEndsStarBin.JPG Plotting Functions – Part 2: Using Polar Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515474070290-XGXN46YW1LNLPVK2AK65/2017-Pol-XYStar.jpg Plotting Functions – Part 2: Using Polar Coordinates https://www.robertoreif.com/blog/2018/1/8/plotting-functions-part-1-using-cartesian-coordinates monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515471936948-P744EKAQNR6MIHBNO9YF/2017-PolCart-Main.jpg Plotting Functions – Part 1: Using Cartesian Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515470525337-20W2Y8QJNO1RE3JRFRBT/2017-PolCart-Eqn-Cart2Pol.JPG Plotting Functions – Part 1: Using Cartesian Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515470562492-9DG9JOXWLEPD8QJWTOAO/2017-PolCart-Eqn-Pol2Cart.JPG Plotting Functions – Part 1: Using Cartesian Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515471978258-8AJES8F8NDKVCM21SKHF/2017-PolCart-Triangle.jpg Plotting Functions – Part 1: Using Cartesian Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515470649897-85TTOMK7VPI300YC3WFF/2017-PolCart-Data.JPG Plotting Functions – Part 1: Using Cartesian Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515470734650-ZYVN45U421E3SAH8Y9GB/2017-PolCart-RangeEnds.JPG Plotting Functions – Part 1: Using Cartesian Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515470772454-ATDE98WU2NGG1768ZETC/2017-PolCart-RangeEndsBin.JPG Plotting Functions – Part 1: Using Cartesian Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515470822321-Q0WXTZ6K3ECTXSNEH1D2/2017-PolCart-Index.JPG Plotting Functions – Part 1: Using Cartesian Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515470883711-5GZ9CG8UWYHMVIOKHDY3/2017-PolCart-Error.JPG Plotting Functions – Part 1: Using Cartesian Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515472028092-E45EDH6FF7Q3GIEM5J7P/2017-PolCart-XMinMax.jpg Plotting Functions – Part 1: Using Cartesian Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515471005013-3GLNPUSBAXBEZVIM1IZ2/2017-PolCart-XCart.JPG Plotting Functions – Part 1: Using Cartesian Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515471085614-PBTQ4D6CP01I70P4T5S2/2017-PolCart-FunctionType.JPG Plotting Functions – Part 1: Using Cartesian Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515471139023-HPEY7IG7OB1DKJKPZHYZ/2017-PolCart-YCart.JPG Plotting Functions – Part 1: Using Cartesian Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515471354591-DLKTSPB21OB5ZP9QQT3X/2017-PolCart-Eqn-Top.JPG Plotting Functions – Part 1: Using Cartesian Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515471391783-9LFTCYA46HB3QKBA83QD/2017-PolCart-Eqn-Bottom.JPG Plotting Functions – Part 1: Using Cartesian Coordinates https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515472216035-DDWRXAT48B40CSNHNHXQ/2017-PolCart-YTopBottom.jpg Plotting Functions – Part 1: Using Cartesian Coordinates https://www.robertoreif.com/blog/2018/1/8/create-map-paths-using-great-circles monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515426059728-ZQ3OLXREWMED1QLBIIVS/2017-Map-DataFormat.JPG Create Map Paths Using Great Circles https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515426171870-BQ1HTSMKM2TLPYIE68ZE/2017-Map-2DStraight.JPG Create Map Paths Using Great Circles https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515426246900-W7XDIE120NMDY9WIHEIT/2017-Map-Formulas.JPG Create Map Paths Using Great Circles https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515426313761-J90H5LBPIKT4HIGWBADN/2017-Map-PathOrder.JPG Create Map Paths Using Great Circles https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515426401061-XON7UESDLQFNDPRTAS9B/2017-Map-CreateBin.JPG Create Map Paths Using Great Circles https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515426455510-ZQ0YDTJFQGWURAZXGU1B/2017-Map-BinSize.JPG Create Map Paths Using Great Circles https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515428675263-ZAHI3RM8FWHDLP79H9GQ/2017-Map-LatLonStartEnd.jpg Create Map Paths Using Great Circles https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515428729386-V8D6581S2D8A2C5J4TGG/Densification.jpg Create Map Paths Using Great Circles https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515426636244-4JE3PBHNMYHU2H51XMRB/2017-Map-Index.JPG Create Map Paths Using Great Circles https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515426680086-E3HJ6NF9MUMP8GVPTS44/2017-Map-dfAB.jpg Create Map Paths Using Great Circles https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515428794014-FTWRC7AL2RXNJ4W0TIMZ/2017-Map-XYZ.jpg Create Map Paths Using Great Circles https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515428835323-AD52AN9QMHFLQPOB0OYC/2017-Map-NewLat-NewLon.jpg Create Map Paths Using Great Circles https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515426934191-HLAXB6VDRF7AFDO1CLD0/2017-Map-ShowMissingValues.JPG Create Map Paths Using Great Circles https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515426979678-FN62SUSDVKI9K0RJ748H/2017-Map-FinalMap.JPG Create Map Paths Using Great Circles https://www.robertoreif.com/blog/2018/1/7/3d-drawings-with-stripes monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515352466767-INRKZG5HY74FF6H5YYI4/Line.jpg 3D Drawings with Stripes https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515352549471-T5S9NQ2F9LGVNXNVHTE8/Tube.jpg 3D Drawings with Stripes https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515352605293-PSV1AMIYJNDOB4R0ZVVB/Cone.jpg 3D Drawings with Stripes https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515352677651-1VSOYKKQKV84TSDJLH2F/Hand.jpg 3D Drawings with Stripes https://www.robertoreif.com/blog/2018/1/8/how-to-make-circular-and-polygon-radial-charts monthly 0.5 2025-10-25 https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515459154021-R4B8U6T2CUNMD3OCYH1O/2017-Poly-OriginalData.JPG How to Make Circular and Polygon Radial Charts https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515459202146-IGG2YV14NEFJ21VJBUYQ/2017-Poly-Circle.jpg How to Make Circular and Polygon Radial Charts https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515459260466-31TK4RORFONFGO4P9J2O/2017-Poly-Eqn-Gap.JPG How to Make Circular and Polygon Radial Charts https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515459333702-48BHAWBHFS2QSREAEQVI/2017-Poly-Eqn-NormGap.JPG How to Make Circular and Polygon Radial Charts https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515463086473-CWVS2JYDE1QBZQ0XDKX5/2017-Poly-MainCFData.jpg How to Make Circular and Polygon Radial Charts https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515459495612-T3LDMGCHKMSVI4BHRETK/2017-Poly-Filter.JPG How to Make Circular and Polygon Radial Charts https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515459580145-GJBNLT2EQ8RC3WW6ZPW9/2017-Poly-Index.JPG How to Make Circular and Polygon Radial Charts https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515459639119-9KMYKVUS0ZIR28WJIWKU/2017-Poly-PathOrder.JPG How to Make Circular and Polygon Radial Charts https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515459717445-G43EDDFYVUH44EFQIQVG/2017-Poly-Radius.JPG How to Make Circular and Polygon Radial Charts https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515459772457-FOTKAKYXKHTTKW4D65AU/2017-Poly-Eqn-Angle.JPG How to Make Circular and Polygon Radial Charts https://images.squarespace-cdn.com/content/v1/5a2de417914e6b4aaeea995b/1515459834518-O0URXLDWRODP2984H8B4/2017-Poly-Angle.JPG How to Make Circular and Polygon Radial Charts 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