Graph Machine Learning Overview: Traditional ML to Graph Neural Networks
Explore the evolution of Machine Learning in Graphs, from traditional ML tasks to advanced Graph Neural Networks (GNNs). Discover key concepts like feature engineering, tools like PyG, and types of ML tasks in graphs. Uncover insights into node-level, graph-level, and community-level predictions, an
3 views • 87 slides
Feature-Based Agile Product Roadmap Template
Keep track of all planned product features with this comprehensive roadmap. Instantly gain insight into each feature and its duration, allowing for customization to timebox sprint periods for Agile development. Ideal for PI planning to prioritize key features effectively.
2 views • 6 slides
Modeling Scientific Software Architecture for Feature Readiness
This work discusses the importance of understanding software architecture in assessing the readiness of user-facing features in scientific software. It explores the challenges of testing complex features, presents a motivating example, and emphasizes the role of subject matter experts in validating
6 views • 20 slides
Update Summary of S-123 Data Model Revision and Major Changes
This document outlines the revisions and major changes in the S-123 Data Model, including the addition and remodeling of feature types, information types, and data models to support remote control and connectivity. It also details the removal and addition of attributes and the restructuring of compl
5 views • 23 slides
Parameter and Feature Recommendations for NBA-UWB MMS Operations
This document presents recommendations for parameter and feature sets to enhance the NBA-UWB MMS operations, focusing on lowering testing costs and enabling smoother interoperations. Key aspects covered include interference mitigation techniques, coexistence improvements, enhanced ranging capabiliti
3 views • 18 slides
What is Adjusted Service Date in QuickBooks?
What is Adjusted Service Date in QuickBooks?\nQuickBooks offers a powerful feature called the Adjusted Service Date, which reflects the actual date a service was provided. This is crucial for accurate financial reporting, better cash flow management, and maintaining strong customer relations. Unlike
0 views • 7 slides
Best service for Feature Walls in Carrigoon Beg
Derek McNamara Joinery serves the Best service for Feature Walls in Carrigoon Beg. They prides itself on delivering superior results that exceed customer expectations. They are skilled in a wide range of carpentry, such as panelling, feature walls, radiator covers, furniture design, and using only t
1 views • 6 slides
Progress Update on S-124 Development and Approval Process
The content provides a detailed agenda for a meeting in Monaco, discussing the progress and development story of S-124, including the approval of Edition 1.0.0. It covers key topics such as the Feature Catalog, Guidance Documentation, Validation, and implementing S-124/S-412 into the GMDSS. The deve
0 views • 18 slides
Exploring a Cutting-Edge Convolutional Neural Network for Speech Emotion Recognition
Human speech is a rich source of emotional indicators, making Speech Emotion Recognition (SER) vital for intelligent systems to understand emotions. SER involves extracting emotional states from speech and categorizing them. This process includes feature extraction and classification, utilizing tech
1 views • 15 slides
Git Branching Models and Workflows
Git branching models determine how code changes are managed and integrated in software development projects. This content discusses successful branching models, emphasizing the usage of master, develop, feature, release, and hotfix branches. It also explains why Git branching is different from centr
0 views • 13 slides
A Unified Approach to Interpreting Model Predictions
Unified methodology for interpreting model predictions through additive explanations and Shapley values. It discusses the relationship between Additive Explanations and LIME, introduces Shapley values, approximations, experiments, and extensions in model interpretation. The approach unifies various
1 views • 21 slides
Understanding Constructive Solid Geometry Concepts
Explore Constructive Solid Geometry (CSG) concepts including binary tree representation, Boolean operations, base feature selection in parametric modeling, and the importance of order in feature creation. Learn about CSG's role in representing solid models and its applications in the field of solid
1 views • 13 slides
Exporting STATA Results to Excel Using PutExcel Feature
Learn how to utilize the PutExcel feature in STATA to effortlessly export your results to an Excel file. With PutExcel, you can export matrices, stored results, images, estimation tables, and even add formulas for calculations. This tool streamlines the process of transferring statistical data to Ex
3 views • 32 slides
Proposal to Add National Security and Emergency Preparedness Priority Access Feature in IEEE 802.11be Amendment
The document proposes integrating the National Security and Emergency Preparedness (NSEP) priority access feature into the IEEE 802.11be standard to ensure seamless NSEP service experience, particularly in Wi-Fi networks used as last-mile access. The NSEP priority feature at the MAC layer is indepen
0 views • 12 slides
Promote Feature Adoption with Self-Service Password Reset Posters
Enhance feature adoption of self-service password reset among your employees with these ready-to-use posters. Simply customize and print them to encourage password security awareness in your workplace. Don't risk productivity downtime due to forgotten passwords – empower your team to reset their p
0 views • 13 slides
Unleashing the Power of Feature Stories in Writing
Feature stories offer a unique way to engage readers by focusing on personal elements and timeless themes compared to the timeliness of news reports. They allow for creativity, entertainment, and emotion, broadening the storytelling landscape. Understanding the distinction between news reports and f
0 views • 9 slides
Efficient Gradient Boosting with LightGBM
Gradient Boosting Decision Tree (GBDT) is a powerful machine learning algorithm known for its efficiency and accuracy. However, handling big data poses challenges due to time-consuming computations. LightGBM introduces optimizations like Gradient-based One-Side Sampling (GOSS) and Exclusive Feature
0 views • 13 slides
Enhanced Recovery Program: Nursing Interventions and Benefits
This module focuses on the Enhanced Recovery Program in perioperative nursing, emphasizing the importance of maximizing healthcare efficiency through evidence-based practices. It highlights the benefits of ERP, including improved patient outcomes, satisfaction, and cost savings. The essentials for s
0 views • 22 slides
Understanding Feature Engineering in Machine Learning
Feature engineering involves transforming raw data into meaningful features to improve the performance of machine learning models. This process includes selecting, iterating, and improving features, converting context to input for learning algorithms, and balancing the complexity of features, concep
0 views • 28 slides
Enhanced Recovery Program Implementation in Post-Surgical Nursing
Introducing and implementing an Enhanced Recovery Program (ERP) in post-surgical nursing can significantly improve patient outcomes, experience, and satisfaction. This clinical pathway designed by MSQC aims to optimize patient recovery by standardizing protocols throughout the perioperative care pro
1 views • 26 slides
Global Relevance and Redundancy Optimization in Multi-label Feature Selection
The study focuses on optimizing multi-label feature selection by balancing global relevance and redundancy factors, aiming to enhance the efficiency and accuracy of data analysis. It delves into the challenges posed by information theoretical-based methods and offers insights on overcoming limitatio
0 views • 15 slides
Parallel Chi-square Test for Feature Selection in Categorical Data
The chi-square test is a popular method for feature selection in categorical data with classification labels. By calculating chi-square values in parallel for all features simultaneously, this approach provides a more efficient solution compared to serial computation. The process involves creating c
1 views • 4 slides
Understanding the Difference Between News and Feature Photography
Differentiating between news and feature photography involves capturing specific events for news photos and unique cultural moments or human interest stories for feature photos. News photos inform viewers with concrete information, while feature photos evoke emotions and delve into a slice of life o
0 views • 24 slides
SolidWorks Lofted Boss/Base Feature Tutorial
Learn to use the Lofted Boss/Base feature in SolidWorks to create basic or complex 3D models such as a flowerpot. Explore how to work with planes, add new planes, and sketch the contour of parts to utilize this powerful tool effectively.
0 views • 15 slides
Holland Brook School Spring Concert 2017 Featuring Strings, Chorus, and Bands
Holland Brook School is hosting its annual Spring Concert on June 8, 2017, at 7:00 PM. The concert will feature performances by the Strings, Chorus, and Bands, showcasing talented students across different grades. Directed by Mr. Jack Hasselbring, the event will include delightful musical pieces ran
1 views • 14 slides
Understanding the Importance of Feature Engineering in Data Science
Feature engineering, a manual and time-consuming process, is a crucial step in data science workflows. It involves generating and transforming features based on domain knowledge. Avoiding the pitfalls of past technologies like expert systems, feature selection plays a key role in determining which f
0 views • 25 slides
Covert Visual Search and Effective Oculomotor Range Constraints
The study delves into whether covert visual search is biologically limited by the Effective Oculomotor Range (EOMR), exploring neuropsychological evidence, eye movement studies, and participant measurements. It investigates the impact on visual search tasks, including color, orientation, and conjunc
1 views • 15 slides
Enhancing and Unenhancing the 505
Enhancing and unenhancing the 505 MOUG 2017 Orlando, Colin Bitter, Systems/Web Services Librarian, Camden County College, Music Cataloger/Repository Librarian, The College of New Jersey. Basic vs. enhanced formatted contents notes, library/cataloger preference, indexing OCLC Bib formats, and example
0 views • 22 slides
Parallel Implementations of Chi-Square Test for Feature Selection
The chi-square test is an effective method for feature selection with categorical data and classification labels. It helps rank features based on their chi-square values or p-values, indicating importance. Parallel processing techniques, such as GPU implementation in CUDA, can significantly speed up
0 views • 4 slides
Exploring the Impact of Interactivity on Enhanced eBooks for Children
Dive into the world of enhanced eBooks and their effect on children's learning. Discover the pros and cons, conflicting findings, research questions, and design strategies related to enhanced eBooks. Explore the role of compatible versus distracting games in improving literacy levels and engagement
0 views • 22 slides
Advanced Techniques in Relational Data Outlier Detection
This document delves into cutting-edge methods for outlier detection in relational data, focusing on profile-based and model-based approaches such as leveraging Bayesian networks, feature generation, and individual feature vector summarization. The examples provided showcase the application of these
1 views • 30 slides
Microsoft BizTalk - Connecting Line-of-Business Applications
Paul Larsen, Principal Program Manager at Microsoft, leads the BizTalk initiative to seamlessly connect line-of-business applications across enterprises. BizTalk Services and Tools offer production deployment to Azure VMs, SQL Server 2016 integration, advanced adapters, logic app integration, and en
0 views • 10 slides
Modelling and Optimization of Quality Attributes in Software Variability
Modelling and multi-objective optimization of quality attributes in variability-rich software is crucial for customizing software functionality to meet stakeholders' diverse needs. This involves addressing conflicting quality requirements such as cost, reliability, performance, and binary footprint
0 views • 34 slides
Enhancing Iris Recognition with Circular Contourlet Transform
Iris recognition is a reliable biometric identification method due to the iris's unique properties. By incorporating the Circular Contourlet Transform (CCT) into the classical iris recognition algorithm, the feature extraction process can be enhanced to improve recognition rates under unconstrained
0 views • 14 slides
Feature Writing: A Narrative Journey Through Unique Characters and Stories
Dive into the world of feature writing, where journalistic articles take on a narrative approach to captivate readers. Explore the lives of individuals like Miley, Amy, Natasia, and Monica, each with their own compelling stories and experiences. From Harry Potter fans to Japanese tea party organizer
0 views • 51 slides
Asian American Feature Films and Mira Nair's Mississippi Masala
Explore the realm of Asian American feature films with a focus on the acclaimed movie "Mississippi Masala" directed by Mira Nair. Delve into themes of South Asian diaspora, interracial relations, stereotypes, and realism portrayed in this cinematic work alongside insights into Nair's career and cont
0 views • 24 slides
Enhanced Report Scheduling Feature Presentation by Laura Putz
With the new report scheduling feature in My Reports, presented by Laura Putz, users can now schedule reports to run at specific times, frequencies, and recipients. The tool offers a powerful way to ensure reports are delivered when needed, to the right people. Walk-in help sessions available on Oct
0 views • 16 slides
Fruit Image Recognition with Weka: Methods & Results
Fruit image recognition project with Weka involved testing various classification methods using deep-learning techniques for feature extraction and achieving accurate results. Methods included ZeroR, J48 decision tree, and feature manipulation to improve classification accuracy levels. Results showe
0 views • 12 slides
Enhanced Long Range WiFi Solutions for IoT and Video Surveillance Applications
Outdoor IoT and certain indoor applications require enhanced long-range WiFi solutions for improved efficiency and compatibility. Features like relay using multi-AP can extend ranges but are not cost-effective. The booming home security camera market also necessitates enhanced long-range solutions t
0 views • 13 slides
Enhanced Groundwater Recharge Technologies Overview
This presentation on Enhanced Groundwater Recharge Technologies covers a range of topics including background information, local assessments, groundwater recharge zones, and opportunities in Stanislaus County. It delves into various methods such as drywells, spreading basins, and aquifer storage, as
0 views • 9 slides