https://www.xyonix.com/main daily 1.0 2024-08-29 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1674591628501-D3114GHURIG6MAVYIGGC/xyonix+%281%29.gif Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1674591628501-D3114GHURIG6MAVYIGGC/xyonix+%281%29.gif Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1674591628501-D3114GHURIG6MAVYIGGC/xyonix+%281%29.gif Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/2b8789c6-9616-477f-83d2-09bd9c410ded/Screen+Shot+2023-01-19+at+10.19.58+AM.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/78ef599f-1c02-4fc9-a83d-4f11fcacd956/deep+headshot.jpeg Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/0ea49214-1a73-4924-9bae-7a7444adabbd/YT+Thumbnails.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/78ef599f-1c02-4fc9-a83d-4f11fcacd956/deep+headshot.jpeg Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/0ea49214-1a73-4924-9bae-7a7444adabbd/YT+Thumbnails.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/24875ab0-d924-48c3-a692-26aa4b1b2b30/dots+4.0.png Xyonix - Custom Machine Learning / AI Solutions - Seattle Consulting - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.xyonix.com/blog daily 0.75 2025-03-20 https://www.xyonix.com/blog/you-suck-at-using-llms-3-tips-to-master-prompt-engineering monthly 0.5 2025-07-30 https://www.xyonix.com/blog/preventing-pickleball-injuries-with-ai-body-pose-analysis monthly 0.5 2025-07-30 https://www.xyonix.com/blog/generative-ai-reality-check-how-custom-ai-solutions-drive-real-product-innovation monthly 0.5 2025-06-23 https://www.xyonix.com/blog/build-vs-buy-the-smart-ctos-guide-to-launching-ai-features-fast monthly 0.5 2025-05-29 https://www.xyonix.com/blog/why-most-ai-projects-fail-and-how-to-actually-launch-something-that-works monthly 0.5 2025-05-22 https://www.xyonix.com/blog/how-fractional-ai-teams-can-accelerate-your-innovation monthly 0.5 2025-05-22 https://www.xyonix.com/blog/accused-by-ai-cheating-plagiarism-and-homework-helpers monthly 0.5 2025-05-08 https://www.xyonix.com/blog/feel-behind-on-ai-here-are-8-practical-ways-to-catch-up-in-2025 monthly 0.5 2025-04-23 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/41219459-44a1-4305-bab3-8977ef176792/Modern+AI+Opportunity+Article.png blog - Feel Behind on AI? Here Are 8 Practical Ways to Catch Up in 2025 - Make it stand out Fig 1: Generative AI enterprise spending by category, 2023 vs 2024. Enterprise investment in generative AI surged more than sixfold from 2023 to 2024, jumping from $2.3B to $13.8B . The chart above shows how spending on foundation models and related tools skyrocketed as companies moved from pilot projects to full production deployments of generative AI features in their products [11]. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1743008200329-AT6QHEZ7ODMC9LFB3XCG/smal+-+inventory+price+prediction.png blog - Feel Behind on AI? Here Are 8 Practical Ways to Catch Up in 2025 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1743008200496-UWIYS2B9BJ87IW5WMO64/small+-+ai+coaching+assistant.png blog - Feel Behind on AI? Here Are 8 Practical Ways to Catch Up in 2025 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1743008201650-71X5UMN959MAIRS6XIL1/small+-+personal+reccomendation+feature.png blog - Feel Behind on AI? Here Are 8 Practical Ways to Catch Up in 2025 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1743008201996-XTVA194CRJXBN1LFFA62/small+-+predictive+maintenance.png blog - Feel Behind on AI? Here Are 8 Practical Ways to Catch Up in 2025 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1743008203040-AVDQWCW90ZWZMYZ7AAJ7/small-+intelligent+content+filtering.png blog - Feel Behind on AI? Here Are 8 Practical Ways to Catch Up in 2025 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/dc47b154-784a-4c29-afc9-fda6946f1f45/AI+Opportunity+Matrix.png blog - Feel Behind on AI? Here Are 8 Practical Ways to Catch Up in 2025 - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/73ef9014-2876-42f1-8de4-3d56d0e59560/%E2%80%9CUsers+abandon+our+content+platform+when+faced+with+material+inaccurate+to+what+they+were+searching+for%2C+our+current+filtering+and+search+tools+have+a+hard+time+identifying+relevant+content.%E2%80%9D+copy.png blog - Feel Behind on AI? Here Are 8 Practical Ways to Catch Up in 2025 - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.xyonix.com/blog/deepseek-cost-effective-ai-and-the-path-to-agi-a-conversation-with-one-of-xyonixs-principal-data-scientsts monthly 0.5 2025-03-25 https://www.xyonix.com/blog/filling-in-the-gaps-ai-powered-data-imputation-using-autoencoders monthly 0.5 2025-02-20 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/57c7bfad-cd52-403e-914d-36d08ef9d0b2/Screenshot+2025-01-07+at+12.50.17%E2%80%AFPM.png blog - Filling in the Gaps: AI-Powered Data Imputation Using Autoencoders - Make it stand out Figure 1: This diagram depicts a fully connected autoencoder network. Each circle (node) represents a neuron in a given layer, with lines (edges) denoting the weights that connect every neuron from one layer to the next. The encoder (left-to-middle) compresses the input features into a bottleneck (latent space), while the decoder (middle-to-right) reconstructs the original input from that condensed representation. Because the output and input match, the network learns the essential patterns underlying the data, enabling tasks like imputation of missing values. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/a99812a3-5553-42b0-84f7-87f4a4de97ef/autoencoder_loss_curves.jpg blog - Filling in the Gaps: AI-Powered Data Imputation Using Autoencoders - Make it stand out Figure 2: This plot displays training and validation loss (mean squared error, MSE). Both curves steadily slope downward, indicating that the autoencoder is successfully learning to reconstruct the housing features. Near the final epochs the training loss begins to plateau, suggesting the model has reached a satisfactory level of training and is no longer significantly improving. The modest gap between training and validation curves indicates that overfitting is relatively contained, as the validation loss follows a similar downward trajectory. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/51d51bcf-074f-4d18-a314-240b54f25f4a/sample_embeddings.png blog - Filling in the Gaps: AI-Powered Data Imputation Using Autoencoders - Make it stand out Figure 3: Here, we display three sample rows of our original housing data (with 8 features like MedInc and HouseAge) alongside their latent embeddings in the autoencoder’s 32-dimensional bottleneck layer. Although it might seem counterintuitive to have more bottleneck dimensions than the original feature count, these extra nodes enable the network to learn nonlinear transformations that better capture relationships among the features, thereby promoting more accurate reconstructions and imputations when data is partially missing. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/db1a3490-7603-40ee-94f6-c6330949f9a5/ae_vs_rf_imputation_accuracy.jpg blog - Filling in the Gaps: AI-Powered Data Imputation Using Autoencoders - Make it stand out Figure 3: Accuracy comparison of our tuned autoencoder and random forest imputation models, based on the absolute differences between the imputed and original values for each feature. Each pair of boxplots (one for the autoencoder and one for the random forest) shows the distribution of errors on a log scale, where the box spans the interquartile range (IQR) and the horizontal line inside the box marks the median error. The whiskers extend to capture more extreme values. A lower box/whisker in the log-scale error indicates smaller differences, thus greater accuracy in filling missing values. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/bd9010a5-327c-402b-9991-0b17208be9e8/Screenshot+2025-01-07+at+1.02.22%E2%80%AFPM.png blog - Filling in the Gaps: AI-Powered Data Imputation Using Autoencoders - Make it stand out Table 1: The ratio of the median error of the random forest imputation model to the autoencoder imputation model. A value of 10 would mean that the AE model was an order of magnitude more performant than the RF model, on median. The values in this table are rounded to the first decimal place for simplicity. https://www.xyonix.com/blog/top-5-must-listen-your-ai-injection-episodes-of-2024 monthly 0.5 2025-04-22 https://www.xyonix.com/blog/when-is-the-right-time-for-your-business-to-invest-in-custom-ai-solutions monthly 0.5 2024-12-22 https://www.xyonix.com/blog/an-example-explaining-a-passenger-survival-ai-model-using-shap-for-the-rms-titanic monthly 0.5 2025-01-10 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1609800137737-8S5PZS3PUIKUJY74MYJ6/titanic_cover_photo.png blog - Explaining a Passenger Survival AI Model Using SHAP for the RMS Titanic https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1609800598199-W85Z02FM5QIKD0OBO6LK/titanic_data_histograms.png blog - Explaining a Passenger Survival AI Model Using SHAP for the RMS Titanic Figure 1: Histograms of various training features provide basic insight into the data and suggest features that are likely to be important. For example, age plays an important role in deciding a passengers fate with kids mostly surviving and the elderly mostly dying. The counts for the survival classes are stacked, i.e., the no counts do not occlude the yes counts and vice versa. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1609800921081-UU42ISB6HASYE276HCN2/shap_titanic_force_layout.png blog - Explaining a Passenger Survival AI Model Using SHAP for the RMS Titanic Figure 2: Explanations for the predicted outcomes of three passengers. The features x for each passenger are displayed followed by an additive force layout, which graphically conveys prominent SHAP values that influenced each decision. The term f(x) is the evaluation of the trained model f on the features x, which is the predicted outcome for the corresponding passenger. The base value (= 0.4265) serves as a reference for the force bars, and is calculated as the average predicted outcome over the training data. Red (blue) force bars represent features that have increased (decreased) the passengers chance for survival, relative to the base value. The wider the force bars are, the more influential the corresponding feature. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1609801451385-A5NOMXXJUP145JR8CQ5D/shap_values_titanic_all_decisions.png blog - Explaining a Passenger Survival AI Model Using SHAP for the RMS Titanic Figure 3: SHAP values for top features for every passenger in the training data. For each feature, the associated SHAP value is plotted on the x-axis. Each point represents a single model decision. The more influential a feature is, the more negative or positive it's associated SHAP value. A SHAP value of 0 means that feature did nothing to move the decision away from the naive/reference value. In the plot, we see that the title feature is highly influential with strong negative and positive SHAP values for many predicted outcomes. The color of the points has to do with the relative scaling of the feature values. For example, notice the light blue blob of the title predictions, centered around SHAP values between -0.2 and -0.1. The blue color means that those title values are relatively low, as is the case for Mr = 1. Thus, having a title of Mr has a strong negative impact on your chances of survival, which aligns with our intuition as gathered by the distributions shown in Fig. 1. Similarly, high deck values decrease a passenger's chance of survival (red clump on deck row). This too is what we intuited with deck level assignment U = 8 in Fig. 1. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1609801526526-P9FW38QJ9ALBWBT05SQI/titanic_shap_value_maginitude_aggregated.png blog - Explaining a Passenger Survival AI Model Using SHAP for the RMS Titanic Figure 4: Model feature importance ranked by mean absolute SHAP. This plot shows how important each feature was on average over the passenger population. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1609801764915-NKVID8GGYLNBUGSLHHZQ/shap_titanic_model_accuracy_and_important_features_table.png blog - Explaining a Passenger Survival AI Model Using SHAP for the RMS Titanic Table 1: Comparison of the top five features, ranked first by model test accuracy and then by the mean absolute SHAP value. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1609801968340-KPWZ2S7GSMV6FJOOO5XG/shap_titanic_cross_model_importance.png blog - Explaining a Passenger Survival AI Model Using SHAP for the RMS Titanic Figure 5: Estimate of the importance of each feature using the output of all models. https://www.xyonix.com/blog/why-a-virtual-concierge-is-the-key-to-superior-customer-service monthly 0.5 2025-03-31 https://www.xyonix.com/blog/farming-is-dying-can-ai-and-agtech-save-it monthly 0.5 2025-05-28 https://www.xyonix.com/blog/5-compelling-reasons-to-outsource-your-ai monthly 0.5 2024-09-26 https://www.xyonix.com/blog/securing-the-conversational-frontier-advanced-red-teaming-amp-testing-techniques-for-chatbots monthly 0.5 2025-06-23 https://www.xyonix.com/blog/from-rag-to-riches-a-practical-guide-to-building-semantic-search-using-embeddings-and-the-opensearch-vector-database monthly 0.5 2025-06-23 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/75491d33-edaf-412a-92af-1e4199aa895b/Build+your+own+Semantic+Search.jpg blog - From RAG to Riches: A Practical Guide to Building Semantic Search Using Embeddings and the OpenSearch Vector Database - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/f10c328e-7cab-4ab3-88b3-8db68565faf1/ScaNN+tom+export+%281%29.gif blog - From RAG to Riches: A Practical Guide to Building Semantic Search Using Embeddings and the OpenSearch Vector Database - Make it stand out Source: Google https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/9a430de0-25c4-4eac-982d-99e0246a05c1/Screenshot+2024-03-12+at+2.31.13%E2%80%AFPM.png blog - From RAG to Riches: A Practical Guide to Building Semantic Search Using Embeddings and the OpenSearch Vector Database - Make it stand out image: storyblocks.com https://www.xyonix.com/blog/ai-gone-wrong-the-critical-role-of-testing-and-certification monthly 0.5 2024-08-29 https://www.xyonix.com/blog/year-in-review-the-top-your-ai-injection-podcasts-of-2023 monthly 0.5 2023-12-19 https://www.xyonix.com/blog/2024-and-beyond-strategies-for-directors-of-innovation-to-thrive monthly 0.5 2025-05-19 https://www.xyonix.com/blog/innovate-or-die-utilizing-generative-ai-to-survive-and-thrive-in-the-modern-business-world monthly 0.5 2024-03-04 https://www.xyonix.com/blog/how-autonomous-ai-agents-are-reshaping-industries-and-redefining-expertise monthly 0.5 2024-03-05 https://www.xyonix.com/blog/5-reasons-to-use-an-ai-powered-virtual-concierge monthly 0.5 2025-03-31 https://www.xyonix.com/blog/measuring-accuracy-and-trustworthiness-in-large-language-models-for-summarization-text-generation monthly 0.5 2025-06-23 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/a58b955c-f493-44d2-91b4-a544a28384bf/Screenshot+2023-03-20+at+3.47.56+PM.png blog - Measuring Accuracy and Trustworthiness in Large Language Models for Summarization & Other Text Generation Tasks - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/ca7921d9-05f5-4427-99e4-c0c3551b764c/Screenshot+2023-03-21+at+11.41.46+AM.png blog - Measuring Accuracy and Trustworthiness in Large Language Models for Summarization & Other Text Generation Tasks - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.xyonix.com/blog/using-ai-to-predict-influenza-c19-and-other-infectious-disease-rates monthly 0.5 2025-03-20 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1586795696432-3Q3JSY2Y99X8IHUV2HA0/shutterstock_1050727721.jpg blog - Using AI to Predict Influenza, C19 and Other Infectious Disease Rates https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1586889163963-7UVRWK1AJJ4M7MWNUYKG/state_ili_samples.png blog - Using AI to Predict Influenza, C19 and Other Infectious Disease Rates Fig. 1: Weekly Influenza-like illnesses (ILI) expressed as a percentage of patient population for selected states. The red shaded areas represent the estimated time span of public exposure to the COVID-19 disease, Dec 2019 to present. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1586889378639-WNWXM8R2JGMI8AC6ZGW8/lookback_horizon_sample.png blog - Using AI to Predict Influenza, C19 and Other Infectious Disease Rates Figure 2: Two potential lookback windows (blue shaded regions) of length 60 and 180 weeks and a forecast horizon of 20 weeks (green shaded window). With a single training data segment like the one shown above, many training samples may be formed by sliding a window comprised of the lookback and horizon windows from left to right, one point at a time. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1586889818075-DU1Q9LGJ9ILNMZIFEV5P/training_convergence_sample.png blog - Using AI to Predict Influenza, C19 and Other Infectious Disease Rates Figure 3: Visual validation of convergence for California N-BEATS model with a lookback window of 120 weeks. Shown are four randomly drawn test samples (blue) evaluated at three stages of model training. In red are the 12 week ahead forecasted values, which should be compared to the actual values shown in green. In the first row the model randomly generates the model weights and is pretty far off the mark. However, as the training evolves, the predicted values are closer to the actual values. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1586891853239-ADZMQNSTG6OQL09CZOMA/efficacy_metrics.png blog - Using AI to Predict Influenza, C19 and Other Infectious Disease Rates (a) N-BEATS forecast efficacy metrics. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1586890500281-47UMHWEO9U008GKQWY77/smape_by_state.png blog - Using AI to Predict Influenza, C19 and Other Infectious Disease Rates (b) sMAPE N-BEATS forecast efficacy by state. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1586890957832-CYLA5N84NY373XDJLY94/error_heatmap.png blog - Using AI to Predict Influenza, C19 and Other Infectious Disease Rates (c) N-BEATS forecast error (sMAPE) expressed as a lookback-state heatmap. Figure 4: (a) Inference efficacy for state models using various metrics. The error bars represent the 95% confidence intervals corresponding to the distribution of errors on all forecasts, which include the lookback models created for each state. (b) inference efficacy results ordered by the maximum sMAPE value recorded for each state. (c) model performance heatmap. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1586892532072-KP1SV73OLQUO0NEL9TZH/california_error_heatmap.png blog - Using AI to Predict Influenza, C19 and Other Infectious Disease Rates (a) California error heatmap. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1586892555212-R7TJ38R1MLC1RCWEXNIP/washington_error_heatmap.png blog - Using AI to Predict Influenza, C19 and Other Infectious Disease Rates (b) Washington error heatmap. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1586892573950-IN9PLBTS89AHDMO0E9S8/massachusetts_error_heatmap.png blog - Using AI to Predict Influenza, C19 and Other Infectious Disease Rates (c) Massachusetts error heatmap. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1586892592736-WAL3XNN0ATA2IJFSHY88/new_york_error_heatmap.png blog - Using AI to Predict Influenza, C19 and Other Infectious Disease Rates (d) New York error heatmap. Figure 5: Distributional forecast error heatmaps for (a) California, (b) Washington, and (c) Massachusetts. Each cell of the heatmap is located by a forecast horizon (weeks out) and forecast error (ILI% ± 0.25%). The value of each cell is the percentage of forecasts that meet the cell location conditions. For example, the 0.58 value for the (0.0 ILI%, 1 week out) cell of the Massachusetts map means that 58% of the 1 week out forecasts were within 0.25% of the true value. The 0.29 value above it means that 29% of the 1 week out forecasted values were in the ILI% error range of 0.25%-0.75%, and so on. The values of the cells in each ‘weeks out’ column sum to unity. https://www.xyonix.com/blog/ai-informed-solutions-to-promote-medical-adherence monthly 0.5 2025-05-19 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1592268944999-LUADT2OPBAEWYWZ5EZB7/shutterstock_746441521-01.jpeg blog - AI Informed Solutions to Promote Medical Adherence https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1592508142403-G497VYT7O81UEPN5D5EU/Screen+Shot+2020-06-18+at+12.21.53+PM.png blog - AI Informed Solutions to Promote Medical Adherence https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1592508728223-BQMOJA4PWG1PA5RKAK1S/shutterstock_1330833800.jpg blog - AI Informed Solutions to Promote Medical Adherence https://www.xyonix.com/blog/how-to-spot-great-ai-opportunities-in-your-business monthly 0.5 2024-08-29 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1557529123302-OBYH2QVEGK5B0Q65TY5C/shutterstock_791261374.jpg blog - How to Spot Great AI Opportunities in Your Business https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1557529701411-4NSQJ6YX2NUNB0K89FS7/shutterstock_565637659.jpg blog - How to Spot Great AI Opportunities in Your Business https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1557529935741-4MN7YCC7EY9O6Q23DIRA/shutterstock_460717630.jpg blog - How to Spot Great AI Opportunities in Your Business https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1557535769657-GKMJ0WFBJ794W21AZYZ6/Screen+Shot+2019-05-10+at+5.48.47+PM.png blog - How to Spot Great AI Opportunities in Your Business https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1557529029592-62Z1N4D0Z6GDO4TYHUGP/Screen+Shot+2019-05-10+at+3.56.50+PM.png blog - How to Spot Great AI Opportunities in Your Business https://www.xyonix.com/blog/why-nlp-is-a-game-changer-for-the-insurance-industry monthly 0.5 2025-03-20 https://www.xyonix.com/blog/5-tips-for-securing-executive-buy-in-on-your-ai-project monthly 0.5 2024-02-20 https://www.xyonix.com/blog/5-reasons-why-you-should-hire-an-ai-consultant monthly 0.5 2024-02-20 https://www.xyonix.com/blog/ai-in-education-improving-learning-outcomes-and-enhancing-teaching-efficiency-with-ai monthly 0.5 2024-09-26 https://www.xyonix.com/blog/assistive-technologies-and-ai-improving-hearing-aids-using-artificial-intelligence monthly 0.5 2024-09-26 https://www.xyonix.com/blog/personalized-learning-accessibility-and-student-progress-6-ways-artificial-intelligence-is-reshaping-modern-education monthly 0.5 2022-07-15 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/8f668236-2013-4a14-9371-c5874c35d839/Screen+Shot+2022-04-29+at+9.55.24+AM-02.jpeg blog - 6 Ways AI is Reshaping Modern Education -- Personalized Learning, Progress Monitoring & More - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.xyonix.com/blog/using-ai-to-optimize-mechanical-carbon-capture-amp-storage-systems monthly 0.5 2022-06-22 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/afeb2090-715c-4953-829c-21119e6e413c/Screen+Shot+2022-02-15+at+12.25.31+PM-01.jpeg blog - Using AI To Optimize Mechanical Carbon Capture & Storage Systems - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/3286e104-4fe4-4c7d-8afa-87f643218037/Picture1.png blog - Using AI To Optimize Mechanical Carbon Capture & Storage Systems - Make it stand out Photo: www.climeworks.com https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/f9f719d4-49e8-4dfb-8155-89a9ee89e98a/Picture2.png blog - Using AI To Optimize Mechanical Carbon Capture & Storage Systems - Make it stand out Photo: DOE.gov https://www.xyonix.com/blog/using-ai-to-remotely-assess-mood-emotions-mental-health monthly 0.5 2025-02-10 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1589826433286-04EDR1QXLSQ9X9T3X4K9/shutterstock_1183713721_reduced.jpg blog - Using AI to Remotely Assess Mood, Emotions & Mental Health https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1589828115841-6FVOK3OAXIV1AQO5BOXK/xact.png blog - Using AI to Remotely Assess Mood, Emotions & Mental Health Figure 1: Data flow in a sample session between a doctor and a patient via a virtual meeting. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1589827336041-XIFR66ZB8G4KWVTS92VI/xact-doc-screen.png blog - Using AI to Remotely Assess Mood, Emotions & Mental Health Figure 2: Simplified sample dashboard viewable only by the doctor. https://www.xyonix.com/blog/using-ai-to-identify-plastic-pollution-and-expedite-ocean-cleanup monthly 0.5 2025-06-20 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/fe7edd46-3719-486a-a71a-fb6326ea3cd4/Article+Ads+copy.jpg blog - Using AI to Identify Plastic Pollution and Expedite Ocean Cleanup - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/d0ae8bd4-be6a-422d-9896-5c64b8d3ab40/collectix_einsatz_1-768x506.88-c-default.jpg blog - Using AI to Identify Plastic Pollution and Expedite Ocean Cleanup - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/f8bab2a4-704d-442c-8ec5-1e89efee080d/shutterstock_1750355489.jpg blog - Using AI to Identify Plastic Pollution and Expedite Ocean Cleanup - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.xyonix.com/blog/improving-carbon-sequestration-part-2-orgs-using-ai-to-monitor-deforestation-improve-decisions monthly 0.5 2025-05-19 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/32caa029-ffff-4054-af9f-4e25483a35ed/Screen+Shot+2021-11-17+at+3.59.42+PM.png blog - Improving Carbon Sequestration, Part 2: Organizations Using AI to Monitor Deforestation & Improve Decisions - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1af62d18-5146-4929-b9d0-90b19ac955f3/85bbheuqsn_Amur_Tiger_8.14.2012_Threats_Section_Image_XL_257585.jpg blog - Improving Carbon Sequestration, Part 2: Organizations Using AI to Monitor Deforestation & Improve Decisions - Make it stand out Source: www.worldwildlife.org https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/27516bf5-bb43-426e-a0c0-7aa09ee40acb/Screenshot+%2839%29.png blog - Improving Carbon Sequestration, Part 2: Organizations Using AI to Monitor Deforestation & Improve Decisions - Make it stand out Total Tree cover gain and loss. Source: Global Forest Watch https://www.globalforestwatch.org/map/ https://www.xyonix.com/blog/improving-carbon-sequestration-by-leveraging-ai-to-better-map-and-monitor-stocks-part-1-1 monthly 0.5 2024-09-26 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/b2d7cc60-dd9a-4675-8147-f832d333f8a7/shutterstock_1113669473-01.jpeg blog - Improving Carbon Sequestration, Part 1: Leveraging AI to Better Map and Monitor Stocks - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/01179b45-067c-4941-9088-5c3d1e737762/forests.jpg blog - Improving Carbon Sequestration, Part 1: Leveraging AI to Better Map and Monitor Stocks - Make it stand out The World’s Forests Mapped. Source: www.vividmaps.com https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/81bec458-a2bc-41db-b43e-9fb90bfd16e6/Screenshot+%2836%29.png blog - Improving Carbon Sequestration, Part 1: Leveraging AI to Better Map and Monitor Stocks - Make it stand out Carbon Forest Stock Map. Source: NASA/JPL-Caltech/UCLA/Winrock International/Colorado State University/University of Edinburgh/Applied GeoSolutions/University of Leeds/Agence Nationale des Parcs Nationaux/Wake Forest University/University of Oxford https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/ae1d2acf-9749-4afd-b535-767e70370c49/merlin_158633796_0015aced-a89f-4c3e-a120-91137af3e642-superJumbo.jpg blog - Improving Carbon Sequestration, Part 1: Leveraging AI to Better Map and Monitor Stocks - Make it stand out Topher White installing a solar-powered listening unit in a rainforest on the Indonesian island of Sumatra in July to listen for illegal loggers. Credit: Ulet Ifansasti for The New York Times https://www.xyonix.com/blog/practical-applications-of-ai-nlp-gpt3-automated-text-generation monthly 0.5 2025-06-23 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/2ccff4c6-88ea-4d0b-9fb8-937166b1405a/Article+Ads+copy+2.jpg blog - Practical Applications of AI and NLP for Automated Text Generation - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.xyonix.com/blog/using-ai-to-fight-wildfires monthly 0.5 2025-05-22 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/d1ebc9d7-8d96-4a6b-ba5a-03d02c93b798/LI+Newsletter+-+Updated.png blog - Using AI to Fight Wildfires -- Prevention, Detection, & Monitoring with Computer Vision - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1630183429669-34QB111W0KG5P941P5VM/30813978424_0af622a83e_b.jpeg blog - Using AI to Fight Wildfires -- Prevention, Detection, & Monitoring with Computer Vision - Make it stand out NASA’s GOES-16 Satellite. Source: Ryan Howerter. License: https://creativecommons.org/licenses/by-nc-sa/2.0/legalcode https://www.xyonix.com/blog/how-ai-is-transforming-music-composition monthly 0.5 2025-06-20 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1624917303853-YNBR4G3DYKH8G2MWBVLT/Screen+Shot+2021-06-28+at+10.11.43+AM.png blog - How AI is Transforming Music Composition - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1624917149678-E3SDVDIKPXFEQMU76XX1/Screen+Shot+2021-06-28+at+2.51.52+PM.png blog - How AI is Transforming Music Composition - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.xyonix.com/blog/modern-ai-text-generation-exploration-gpt-3-wu-dao-2-nlp-advances monthly 0.5 2025-05-19 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1624462944359-1UDIFWK5V8FZATQNKVXY/shutterstock_403937386.jpg blog - Modern AI Text Generation: An Exploration of GPT-3, Wu Dao 2.0 & other NLP Advances - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1624468008543-XCPYS0IDZANWRBLC2790/gpt3_sample_completions.png blog - Modern AI Text Generation: An Exploration of GPT-3, Wu Dao 2.0 & other NLP Advances - Make it stand out Table 1: GPT-3 sample completions given an input prompt. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1624468235213-1GU741GLGS710I3JZYLO/nlp_big_model_param_count.png blog - Modern AI Text Generation: An Exploration of GPT-3, Wu Dao 2.0 & other NLP Advances - Make it stand out Figure 1: Number of parameters for popular NLP models. Note that the parameter counts in the y-axis are in log scale, e.g., 10E9 = 1,000,000,000 (billion) and 10E12 = 1,000,000,000,000 (trillion). https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1624469075845-A07BT7L6IUBV29JVGC1L/gpt_neo_2.7B_sample_completions.png blog - Modern AI Text Generation: An Exploration of GPT-3, Wu Dao 2.0 & other NLP Advances - Make it stand out Table 2: Sample GPT-NEO 2.7B completions given a prompt. https://www.xyonix.com/blog/10-reasons-why-ai-innovation-fails-according-to-an-ai-consultant monthly 0.5 2024-02-20 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1615932520581-5UL7BNBS38699LVBFYXR/Screen+Shot+2021-03-16+at+3.08.11+PM.png blog - 10 Reasons Why AI Innovation Fails According to an AI Consultant https://www.xyonix.com/blog/ai-is-transforming-at-home-healthcare monthly 0.5 2025-02-10 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1542067838823-ZZ47B63ZAAKVPMXVWHE1/shutterstock_1060638626.jpg blog - Helping At Home Healthcare Patients with Artificial Intelligence https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1542069959449-3Y9KDGW28LT7YBAECS8S/shutterstock_214202323.jpg blog - Helping At Home Healthcare Patients with Artificial Intelligence https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1542069644005-DZO12H4COOEU4AC6FD39/shutterstock_727368211.jpg blog - Helping At Home Healthcare Patients with Artificial Intelligence https://www.xyonix.com/blog/inside-black-box-developing-explainable-ai-models monthly 0.5 2025-05-19 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1605055121390-0TBRQVAX8O2MO8NEYKL5/shutterstock_91062521-01.jpeg blog - Inside the Black Box: Developing Explainable AI Models Using SHAP https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1605054008963-7PM3QNIEE5LE3HOF5F8M/Screen+Shot+2020-11-10+at+4.19.37+PM.png blog - Inside the Black Box: Developing Explainable AI Models Using SHAP https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1605045148606-XAVTBD7APWYAH2ZS8LJ8/SHAP_values.jpg blog - Inside the Black Box: Developing Explainable AI Models Using SHAP Figure 1: Diagrammatic representation of the SHAP values. Consider a model f trained on four features x = {x1, x2, x3, x4}. The SHAP values ø = {ø1,ø2,ø3,ø4} quantify the contribution of each feature to a predicted outcome, f(x). Pictorially, the SHAP values are represented by the arrows in the diagram, where the red arrows indicate a positive contribution and the blue arrows a negative contribution. The length of an arrow is proportional to the magnitude of the corresponding SHAP value. The SHAP values are designed to be additive and explain the marginal contribution of each feature relative to features that have already been assessed. Generally, the SHAP values are sensitive to the order in which the features are presented and the diagram only shows one such sequence, namely x1, x2, x3, x4. To calculate the global SHAP values, an average is taken over all feature order permutations. See text for more details via a working example. https://www.xyonix.com/blog/how-to-detect-and-mitigate-harmful-societal-bias-in-your-organizations-ai monthly 0.5 2025-03-20 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1602892662620-JF8XXQDQ0MFASG6YU5TC/Screen+Shot+2020-10-16+at+4.57.15+PM.png blog - How to Detect and Mitigate Harmful Societal Bias in Your Organization’s AI https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1602875673426-2U6GFHZVCBH1VWDFOY6H/shutterstock_1739367434.jpg blog - How to Detect and Mitigate Harmful Societal Bias in Your Organization’s AI https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1602876538945-00SHJ6KRABVA02DBAG6F/ai_fairness_statistical_parity_difference.png blog - How to Detect and Mitigate Harmful Societal Bias in Your Organization’s AI Figure 1: Illustration of statistical parity difference (SPD) calculation. Using historic training data, a banking model predicts whether a person's loan will be approved (a positive outcome) or denied (a negative outcome). Statistically, the model delivers a positive outcome for group B six out of ten times (on average) while a positive outcome for group A five out of ten times (on average). In this case, the SPD = -10% (50%-60%), suggesting that the model is unfairly biased against group A. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1602881263767-ZA3GCNRE94GO0RY52VI8/robot_human_love_small.jpg blog - How to Detect and Mitigate Harmful Societal Bias in Your Organization’s AI https://www.xyonix.com/blog/predicting-c19-like-the-weather-using-ai-to-prevent-another-wave monthly 0.5 2025-03-20 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1587768658283-62OVOB8XA508DO8M9NXM/shutterstock_1703290168-01.jpeg blog - Predicting Covid-19 like the Weather, Using AI to Harness a Network of Health Sensors https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1587768988111-PFIMQZ2F13LB0JPFC24F/Screen+Shot+2020-04-23+at+5.00.03+PM.png blog - Predicting Covid-19 like the Weather, Using AI to Harness a Network of Health Sensors A network of person based, environmental, and biological health sensors capture leading information. The data is spatially and temporally aligned with molecular diagnostic test results and hospital resource utilization data. The data itself, along with multivariate AI and other time series based forecasts, is made publicly available for granular policy decision making. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1588008828996-GB476QHGS0ZBNERY36IX/Screen+Shot+2020-04-27+at+10.32.57+AM.png blog - Predicting Covid-19 like the Weather, Using AI to Harness a Network of Health Sensors HealthWeather.US is a body temperature visualization service based on regular output from the Kinsa smart thermometer. We can see King County showed a drop in observed temperatures on March 25th below the expected. From the 91-divoc.com chart to the right, we see Washington state was experiencing a significant growth in confirmed virus detections. While not conclusive in this scenario, we can start to get a feel for how leading sensor indicator information helps paint a more complete picture. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1587774490240-SN40CH20EVM31SZ611XM/shutterstock_1090160678.jpg blog - Predicting Covid-19 like the Weather, Using AI to Harness a Network of Health Sensors https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1587774695989-MTLFI0XM0KS1NZIUAVLG/Screen+Shot+2020-04-24+at+5.31.02+PM.png blog - Predicting Covid-19 like the Weather, Using AI to Harness a Network of Health Sensors Screenshot from Landing.AI from the Oxford Town Centre dataset https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1587775154940-UIRFMH79AS61K6D44MK1/shutterstock_761873638.jpg blog - Predicting Covid-19 like the Weather, Using AI to Harness a Network of Health Sensors https://www.xyonix.com/blog/using-ai-driven-video-metrics-to-improve-soccer-performance monthly 0.5 2024-09-26 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1576698160784-WDHMNIB18W0URDC3OYVE/Screen+Shot+2019-12-18+at+11.41.09+AM.png blog - Using AI Driven Video Metrics to Improve Soccer Performance https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1576693516642-3HFDOQMZKWZ9BRQJ16AX/Screen+Shot+2019-12-18+at+10.24.31+AM.png blog - Using AI Driven Video Metrics to Improve Soccer Performance Figure 1: Keypoints on players depicted along with real world size references. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1576694155475-F6TXI5JMPSEZPP8U835A/Screen+Shot+2019-12-18+at+10.35.26+AM.png blog - Using AI Driven Video Metrics to Improve Soccer Performance Figure 2: Semantic segmentation of players and ball depicted. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1576694272545-TL93KFDMSF2OZT2LBQDM/Screen+Shot+2019-12-18+at+10.37.32+AM.png blog - Using AI Driven Video Metrics to Improve Soccer Performance Figure 3: Semantic segmentation of players depicted, but ball is not segmented. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1576694413285-7RCYK2TU98TZEKB3HPPQ/Screen+Shot+2019-12-18+at+10.39.43+AM.png blog - Using AI Driven Video Metrics to Improve Soccer Performance Figure 4: Transformation mappings from 2D video frame coordinates to a 3D coordinate depicted. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1576694513512-LPSDZOVNMHZ47AF1I40R/Screen+Shot+2019-12-18+at+10.41.38+AM.png blog - Using AI Driven Video Metrics to Improve Soccer Performance Figure 5: Soccer ball trajectories in real world coordinate before, during, and after impact. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1576694589382-O1RAG5O4ADXOAH5IQQKV/image-asset.png blog - Using AI Driven Video Metrics to Improve Soccer Performance Figure 6: Detailed keypoint position-velocity movement across many body parts. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1576694654986-2LPBRZ4CE344BFSFRK6Y/image-asset.png blog - Using AI Driven Video Metrics to Improve Soccer Performance Figure 7: Keypoint position-velocity movement across select mean aggregated body parts. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1576694934734-96463X4WF516LCIVCGEA/Screen+Shot+2019-12-18+at+10.45.50+AM.png blog - Using AI Driven Video Metrics to Improve Soccer Performance Figure 8: Dashboard view depicting visual ball trailers and velocity indications of ball, keeper wrists and neck. https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1576694844758-Y59NZ8DN4JH601VLO8KO/Screen+Shot+2019-12-18+at+10.47.08+AM.png blog - Using AI Driven Video Metrics to Improve Soccer Performance https://www.xyonix.com/blog/using-ai-to-improve-sports-performance-amp-achieve-better-running-efficiency monthly 0.5 2024-08-29 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1556562585373-EZMOHEEE47OMZ4W2MNB4/Screen+Shot+2019-04-29+at+11.29.07+AM.png blog - Using AI to Improve Sports Performance & Achieve Better Running Efficiency https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1556563874049-SRX2GGMNB4WT4Q6FKZ8M/Screen+Shot+2019-04-29+at+11.50.40+AM.png blog - Using AI to Improve Sports Performance & Achieve Better Running Efficiency https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1556564061075-FEY2SMQ8DZLJJOO0AN1M/Screen+Shot+2019-04-29+at+11.53.52+AM.png blog - Using AI to Improve Sports Performance & Achieve Better Running Efficiency https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1556564631391-THKWEV4Q5E83S5U7L9ME/Screen+Shot+2019-04-29+at+12.00.58+PM.png blog - Using AI to Improve Sports Performance & Achieve Better Running Efficiency https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1556564555533-W7YOAFPVUCBFEXJD06Z8/Screen+Shot+2019-04-29+at+12.01.10+PM.png blog - Using AI to Improve Sports Performance & Achieve Better Running Efficiency https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1556564751000-8QKVQ3K6FV9BECEWZWAW/Screen+Shot+2019-04-29+at+12.01.26+PM.png blog - Using AI to Improve Sports Performance & Achieve Better Running Efficiency https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1556564805027-3NXOBZFX1VKX98VAWHK2/Screen+Shot+2019-04-29+at+12.01.55+PM.png blog - Using AI to Improve Sports Performance & Achieve Better Running Efficiency https://www.xyonix.com/blog/understanding-conversations-in-depth-through-synergistic-humanmachine-interaction monthly 0.5 2024-03-25 https://images.squarespace-cdn.com/content/v1/57462f541bbee075320514a9/1552591243218-9OQB4VVP6EHAGNVIKP0C/shutterstock_1149533141.jpg blog - 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