Improve your Predictive Model’s Score using a Stacking Regressor

Analytics Vidhya

Introduction The general principle of ensembling is to combine the predictions of various. The post Improve your Predictive Model’s Score using a Stacking Regressor appeared first on Analytics Vidhya. This article was published as a part of the Data Science Blogathon.

5 Important things to Keep in Mind during Data Preprocessing! (Specific to Predictive Models).

Analytics Vidhya

Specific to Predictive Models). ArticleVideos This article was published as a part of the Data Science Blogathon. Hello, There Data science has been a vastly growing and improving. The post 5 Important things to Keep in Mind during Data Preprocessing! appeared first on Analytics Vidhya.

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Predictive Modeling in Excel – How to Create a Linear Regression Model from Scratch

Analytics Vidhya

Overview You can perform predictive modeling in Excel in just a few steps Here’s a step-by-step tutorial on how to build a linear regression. The post Predictive Modeling in Excel – How to Create a Linear Regression Model from Scratch appeared first on Analytics Vidhya. Business Analytics Excel Intermediate Linear Regression Regression excel. linear regression linear regression in excel regression regression in excel

Assisted Predictive Modeling

Smarten

Create Citizen Data Scientists with Assisted Predictive Modeling! You need Assisted Predictive Modeling (Plug n’ Play Predictive Analysis with auto-suggestions and recommendations). This type of integration allows data scientists to perform statistical and predictive algorithms, and complex analysis to provide the depth of detail and advanced analytics and reporting the organization needs for strategic decision-making.

Predictive Modeling Does Not Have to be Complicated!

Smarten

Assisted Predictive Modeling Delivers Predictive Analytics to Business Users! When we use terms like ‘predictive analytics’, it sometimes puts off the general business population. But, Predictive Analytics and data modeling need not be restricted to data scientists.

Assisted Predictive Modeling for Business Users!

Smarten

How Can I Leverage Assisted Predictive Modeling to Benefit My Business? Some people hear the term ‘assisted predictive modeling’ and their eyes cross. This seemingly complex term actually describes a technique that is designed to be suitable for business users with average technical skills and, with these tools, the average user can enter the age of advanced analytics and make educated, confident business decisions about forecasts and predicted results.

Assisted Predictive Modeling for All Users!

Smarten

Predictive Analytics Techniques That Are Easy Enough for Business Users! There are a myriad of predictive analytics techniques and predictive modeling algorithms and you can’t expect your business users to understand and use them. Business users do not need to know how Predictive Analytics works to achieve their goals. Business users need Assisted Predictive Modeling that can make suggestions on which algorithms and techniques to use for a certain type of data.

Assisted Predictive Modeling for Simple Business Analytics!

Smarten

Just Simple, Assisted Predictive Modeling for Every Business User! You can’t get a business loan, join with a business partner, successfully bid on a project, open a new location, hire the right employees or plan for the future without predictive analytics. And, with Assisted Predictive Modeling , you can make these tasks even easier. Contact Us to find out how Assisted Predictive Modeling can help your business succeed. No Guesswork!

Assisted Predictive Modeling Guide Users Through the Maze

Smarten

What is Assisted Predictive Modeling? Assisted Predictive Modeling is a great way to provide support for your users and your organization. Assisted Predictive Modeling and Predictive Analysis Tools are key to swift analysis and a comprehensive understanding of data across the enterprise, in every department and business unit. Yes, plug n’ play predictive analysis must truly be plug and play!

Predictive Model Ensembles: Pros and Cons

Perficient Data & Analytics

Many recent machine learning challenges winners are predictive model ensembles. Pros of Model Ensembles. We should choose the best model from a collection of choices. Generally, ensembles have higher predictive accuracy. Tweaking makes models fit better. With a bagging approach, each model should be tuned to overfit. Model independence is exploited because bagging is a variance reduction technique. Cons of Model Ensembles.

Smarten’s Assisted Predictive Modeling factors impacting sales

Smarten

This video demonstrated Self-Service Data Preparation and Assisted predictive modeling using practical data which combines data from within the organisation and data from external sources to make effective prediction and analysis. Smarten Advanced Data Discovery Advanced Analytics India Assisted Predictive Modeling Augmented Analytics India Augmented Analytics Videos Self-Serve Data Preparation

Smarten’s Assisted Predictive Modeling in Consumer Product Industry

Smarten

This video has a presentation on how one can use data from multiple systems across the organisation along with data from external sources to run predictive analytics using Assisted Predictive Modeling. Smarten Advanced Data Discovery Advanced Analytics India Assisted Predictive Modeling Augmented Analytics India Augmented Analytics Videos Predictive Analytics

Using Smarten’s Assisted Predictive Modeling in the FMCG industry

Smarten

This is a video of a presentation which outlines how a predictive analytics model can be set up for the sales department of a consumer product company. Smarten Advanced Data Discovery Advanced Analytics India Assisted Predictive Modeling Augmented Analytics India Augmented Analytics Videos Predictive AnalyticsYou can find other educational resources by browsing our Augmented Analytics Videos and Augmented Analytics Learning pages.

Smarten’s Assisted Predictive Modeling manpower impact on sales

Smarten

More criteria can be added to this model. Smarten Advanced Data Discovery Advanced Analytics India Assisted Predictive Modeling Augmented Analytics India Augmented Analytics Videos Predictive Analytics

How to Deliver Better Business Outcomes with Predictive Modeling

Teradata

Predict the future faster with predictive modeling. Learn more about use cases and how to get more value out of your data

11 Important Model Evaluation Metrics for Machine Learning Everyone should know

Analytics Vidhya

Overview Evaluating a model is a core part of building an effective machine learning model There are several evaluation metrics, like confusion matrix, cross-validation, The post 11 Important Model Evaluation Metrics for Machine Learning Everyone should know appeared first on Analytics Vidhya.

Build your First Linear Regression Model in Qlik Sense

Analytics Vidhya

The post Build your First Linear Regression Model in Qlik Sense appeared first on Analytics Vidhya. Business Intelligence Data Science linear regression linear regression qlik Predictive modeling python qilkview Qlik Qlik SenseOverview Qlik is widely associated with powerful dashboards and business intelligence reports Did you know that you can use the power of Qlik to.

Forecast and Plan with Confidence (and Predictive Analytics)!

Smarten

Predictive Analytics for Business Users = Assisted Predictive Modeling! These types of decision-making can be particularly dangerous to your business when they are applied to predicting and forecasting.

Idiot’s Guide to Precision, Recall, and Confusion Matrix

KDnuggets

Building Machine Learning models is fun, but making sure we build the best ones is what makes a difference. Follow this quick guide to appreciate how to effectively evaluate a classification model, especially for projects where accuracy alone is not enough. 2020 Jan Tutorials, Overviews Accuracy Beginners Classification Precision Predictive Modeling Recall

Predictive Analytics Tools for All Skills!

Smarten

Assisted Predictive Modeling: The Word ‘Assisted’ is the Key! Assisted predictive modeling! It is true that without the skills and knowledge of a data scientist or a business analyst, predictive analysis can be a daunting task.

Credit Card Fraud Detection using XGBoost, SMOTE, and threshold moving

Domino Data Lab

We’ll use a gradient boosting technique via XGBoost to create a model and I’ll walk you through steps you can take to avoid overfitting and build a model that is fit for purpose and ready for production. Model training. Model evaluation.

Affordable, Simple Predictive Analytics Software!

Smarten

Predictive Analytics Can Be Accurate and Easy! Predictive analytics is more refined, more dependable and more comprehensive than ever. The foundation for predictive analysis is a great predictive analytics tool, and features and function that include assisted predictive modeling.

Predictive Analytics Can Guide the Organization to Success

Smarten

Plug n’ Play Predictive Analysis for Accurate Forecasting! One very important capability is Put n’ Play predictive analysis. Assisted Predictive Modeling and predictive analysis tools should include sophisticated functionality in a simple environment that is easy for every business user. Explore the Smarten approach to plug n’ play predictive analytics and take the shackles off your business users.

Self-Serve Data Prep with Data Governance AND Agility!

Smarten

Conversation Starters Smarten Advanced Data Discovery Assisted Predictive Modeling Augmented Analytics Self-Serve Data Preparation Self-Service Data Preparation Smart Data VisualizationSelf-Serve Data Prep: You Can Have Data Agility AND Data Governance!

Plug n’ Play! Analytics that Leads Business Users to Success

Smarten

Plug n’ Play Predictive Analysis: Sophisticated, Yet Easy for Every User! Read a report, attend a conference and your head is swirling with terms like ‘assisted predictive modeling’, plug n’ play predictive analysis, smart visualization, augmented data discovery and augmented data preparation. Take plug n’ play predictive analytics for example. Assisted Predictive Modeling.

Basic Ensemble Techniques in Machine Learning

Analytics Vidhya

ArticleVideo Book Introduction Ensembling is nothing but the technique to combine several individual predictive models to come up with the final predictive model.

Citizen Data Scientists and Augmented Analytics!

Smarten

Discover how easy it is to capitalize on Augmented Analytics and Predictive Modeling ! If you would like to give your organization a competitive advantage, and discover how Augmented Analytics Learning and simplified use of sophisticated Predictive Modeling Algorithms and Analytical Techniques can help your business users and your organization, Contact Us today. Learning for Citizen Data Scientists and Data Literacy Across the Enterprise!

Plug n’ Play Predictive Analytics for Your Business

Smarten

How Can Assistive Predictive Modeling Help My Business Users? Assistive Predictive Modeling allows business users to leverage a self-serve advanced analytical tool and to enjoy complex, sophisticated forecasting and business predictions in a simple, user-friendly dashboard environment – all without the skills of an analyst, data scientist or IT professional. Predictive Analytics Software should be easy to implement, easy to personalize and easy to use.

Predicting Movie Profitability and Risk at the Pre-production Phase

Insight

Using variability in machine learning predictions as a proxy for risk can help studio executives and producers decide whether or not to green light a film project Photo by Kyle Smith on Unsplash Originally posted on Toward Data Science. Diagram outlining the modeling process behind ReelRisk.

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A Message For Your Business: How to Become Data Literate!

Smarten

Augmented analytics and tools like Smart Visualization and Self-Serve Data Preparation , as well as Assisted Predictive Modeling can provide guidance and auto-suggestions and recommendations to make users more comfortable in adopting analytics and achieving positive outcomes.

Predictive Analytics for Business Users!

Smarten

Encourage Data Literacy and Achieve Results with Assisted Predictive Modeling! If you want to include predictive analytics and forecasting in your planning process, there are numerous analytical techniques and algorithms at your disposal. Smarten Advanced Data Discovery Advanced Analytics Assisted Predictive Modeling Augmented Analytics Augmented Analytics Learning Citizen Data Scientists

Is Plug & Play Predictive Analytics Good for Business Users?

Smarten

Can Plug & Play Predictive Analytics Help Business Users Function Effectively? Plug & Play Predictive Analytics is not an exotic process that is limited to data scientists or IT staff. Plug & play predictive analysis is so named because it really is a plug and play process. This type of predictive analytics tool is designed to be accessible and usable by business users.

Data Modeling Pulls it All Together for the Business!

Smarten

What is Predictive Analytics and How Can it Help My Business? What is predictive analytics? Put simply, predictive analytics is a method used to forecast and predict the future results and needs of an organization using historical data and a comprehensive set of data from across and outside the enterprise. Predictive Modeling allows users to test theories and hypotheses and develop the best strategy.

Predictive Analytics for Every Skill and Use!

Smarten

Your Business Users Will LOVE Predictive Analytics Tools! Predictive Analytics used to involve a crystal ball but, today, there are other options and they are more widely accepted in the business community! With the right predictive analytics tool, your business can hypothesize, test theories, discover the effects of a possible price increase, discover and address changing buying behavior and develop appropriate competitive strategies.

Gartner Predicts Growth of Augmented Analytics!

Smarten

As one of its Strategic Assumptions, Gartner predicted that ‘By 2020, more than 40% of data science tasks will be automated, resulting in increased productivity and broader usage by citizen data scientists.’ Augmented Analytics Tools Designed to Support the Future!

Predictive Analytics for Business Users!

Smarten

Encourage Data Literacy and Achieve Results with Assisted Predictive Modeling! If you want to include predictive analytics and forecasting in your planning process, there are numerous analytical techniques and algorithms at your disposal. Smarten Advanced Data Discovery Advanced Analytics Assisted Predictive Modeling Augmented Analytics Augmented Analytics Learning Citizen Data Scientists

Tackling Bias in Machine Learning

Insight

Bias in Machine Learning Algorithms (Bottom Photos Source: ProPublica ; Top Photos Source: Pexels.com) Biases in predictive modeling are a widespread issue Machine learning and AI applications are used across industries, from recommendation engines to self-driving cars and more. As data scientists, machine learning engineers, and AI practitioners, we should be aware of the behaviors of the models we build and check them for biases toward certain attributes, such as race or sex.

Augmented Analytics : Smarten

Smarten

Smarten Augmented Analytics supports Citizen Data Scientists with NLP, Self-Serve Data Prep, Smart Data Visualization, Assisted Predictive Modeling and more! Smarten Advanced Data Discovery Assisted Predictive Modeling Augmented Analytics India Augmented Analytics Videos Self-Serve Data Preparation Smart Data Visualization

Balance Data Quality with Data Agility!

Smarten

Conversation Starters Smarten Advanced Data Discovery Advanced Analytics Tools Assisted Predictive Modeling Augmented Analytics Tools Benefits of Augmented Analytics Citizen Data Scientists Self-Serve Data PrepData Quality vs. Data Agility – A Balanced Approach!

Advanced Analytics for Business Users? That’s Right!

Smarten

Augmented analytics allows for data prep, Smart Data Visualization and Assisted Predictive Modeling with the help of machine learning and natural language processing (NLP), so users need not be trained as data scientists to get to the heart of the data and find those elusive nuggets of information that will help them create, change and improve. Smarten Advanced Data Discovery Advanced Analytics Assisted Predictive Modeling Augmented Analytics Data Discovery Smart Data Visualizatio

Smarten Augmented Analytics: Sophistication and Simplicity

Smarten

Smarten CEO, Kartik Patel says, “Our business users leverage Augmented Analytics to identify the important ‘nuggets’, buried in traditional data, and to connect the dots, find exceptions, identify patterns and trends and better predict results, and they can do so without specialized skills or a knowledge of statistical analysis or assistance from data scientists or the IT team.” Discover the Smarten approach to Augmented Analytics and Advanced Data Discovery tools.

Analytics for Data Scientists and Business Users!

Smarten

With the democratization of analytics and the advent of self-serve tools, organizations can encourage and create Citizen Data Scientists and enable the average business user to leverage sophisticated predictive algorithms without the expertise and skill of a trained data scientist. BUT, if the business needs to fine-tune or further explore an issue, a parameter, or a model, the Data Scientist is there to do the strategic work.

Do Citizen Data Scientists Mark the Death of Data Scientists?

Smarten

To be successful in business, every organization must find a way to accurately forecast and predict the future of its market, and its internal operations, and better understand the buying behavior of its customers and prospects. In short, there is a lot a business user can do with deep dive analysis, plug n’ play predictive analysis , self-serve data preparation and smart data visualization.