Scaling & Optimizing the Training of Predictive Models

Video with transcript included: https://bit.ly/3qKBi8P

Nicholas Mitchell presents the core building blocks of an entire toolchain able to deal with challenges of large amounts of data in an industrial scalable system.

This presentation was recorded at QCon Plus 2020: http://bit.ly/3pfdF6I

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Scaling & Optimizing the Training of Predictive Models
Ian  Robinson

Ian Robinson

1623223443

Predictive Modeling in Data Science

Predictive modeling is an integral tool used in the data science world — learn the five primary predictive models and how to use them properly.

Predictive modeling in data science is used to answer the question “What is going to happen in the future, based on known past behaviors?” Modeling is an essential part of data science, and it is mainly divided into predictive and preventive modeling. Predictive modeling, also known as predictive analytics, is the process of using data and statistical algorithms to predict outcomes with data models. Anything from sports outcomes, television ratings to technological advances, and corporate economies can be predicted using these models.

Top 5 Predictive Models

  1. Classification Model: It is the simplest of all predictive analytics models. It puts data in categories based on its historical data. Classification models are best to answer “yes or no” types of questions.
  2. Clustering Model: This model groups data points into separate groups, based on similar behavior.
  3. **Forecast Model: **One of the most widely used predictive analytics models. It deals with metric value prediction, and this model can be applied wherever historical numerical data is available.
  4. Outliers Model: This model, as the name suggests, is oriented around exceptional data entries within a dataset. It can identify exceptional figures either by themselves or in concurrence with other numbers and categories.
  5. Time Series Model: This predictive model consists of a series of data points captured, using time as the input limit. It uses the data from previous years to develop a numerical metric and predicts the next three to six weeks of data using that metric.

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Shreya kapoor

Shreya kapoor

1604946745

200 hour Yoga Teacher Training Course in Ghaziabad, India | Divyaa Yoga Institute

Yoga gives peace to the body and mind that helps in living a healthy & happy life. It comes with a lot of benefits for both mental and physical health. Meditation and Yoga can cure many diseases and after seeing the results across the world, people are getting more into meditation and yoga. Many of them are trying to motivate others for shifting towards yoga by saving a little bit of time from daily routine. It’s not a bad idea to start a carrier in yoga as a yoga trainer, teacher, consultant or Therapist. If you are interested in it and doing it for a longer period.

Divyaa yoga institute launched 200 yoga teacher training certification courses in Ghaziabad and come up as a world-class professional yoga institute in Delhi NCR for the people who love yoga and ready to make a carrier in it. This is the best yoga teacher training institute in India that provides group yoga classes, yoga certification courses, yoga workshops, and provides many other courses that can help in gaining professional knowledge.

200 hour yoga teacher training course in India facilitates a professional syllabus that starts from basic and goes to the advanced level. They provide personal female/ male yoga trainer to the students according to their requirements.

200 hour yoga teacher training course syllabus includes mantra chanting. It releases positive energy from your mind that helps in decreasing negative thoughts. The study of asana is one of the most important points in the syllabus. Their trainers take care of the proper posture and body alignment so that the risk of injury can be reduced.

When teachers teach, they want to be sure that every student is getting things properly. We provide personal yoga trainer on demand to balance the comfortability while doing yoga practice. When you will invest in yoga, it will make your life smoother and happier forever. Taking yoga as your carrier is an excellent option because in this journey you will give knowledge of being healthy, happy, and calm to others. You will feel great when you will be the reason for the happiness of thousands of people who come to you in search of stability and calmness in their life.

For beginners, it is very important to do pose carefully to avoid injury. Their trainers use props at early stages so that beginners can improve after a few days. Improvisation plays a crucial role and at Divyaa yoga institute, professional teachers take care of every little thing so that every single person gets satisfaction in terms of peace, happiness, and whatever their goal is after adding meditation and yoga to their life schedule.

On the launch of 200 hour yoga teacher training course, the owner of Divyaa yoga institute said that “Yoga is an ancient practice and meditation that is now on everyone’s tongue. People are getting familiar with yoga because of positive results all across the world. Yoga is come up as a treatment for heart and other health issues. We are trying to encourage people, to give your mind and body relaxation from the stress and tension that they have filled up in their life because of pressure and duties.”

He further adds about the course “We are offering 200 hour yoga teacher training course for the people who have an interest or have some experience in the yoga profession. Now, you can convert your interest into a profession by opting for our professional yoga courses in India. We have experienced professional yoga trainers at our institute from across the world and sharing their experience with the people who are willing or trying to join yoga for the rest of their life.”

About Divyaa yoga institute
Divyaa yoga institute is a leading international yoga school in Ghaziabad, that provides several yoga programs that include yoga workshops, group yoga classes, corporate yoga classes, private yoga classes, and stress management & spiritual classes in Ghaziabad.

If you are interested in yoga whether you have experience or not and want to take yoga as your profession then Divyaa yoga institute is the right place for your goal. They will give shape to your interest and develop your yoga skills in order to make you a professional yoga trainer. They offer courses like yoga for better living certification courses of 21 days, meditation certificate course, and 200 hour yoga teacher training course that we have talked about above. Join today if you have a spark in you, they will show you the path to a better life in yoga.

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sunil ab

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Microsoft Power BI Course Online Training institute Hyderabad,Ameerpet,USA,UK@7993762900

Ab Trainings Provides Best Power BI certification training in Hyderabad, Ameerpet. Will help you learn Power BI concepts like Microsoft Power BI Desktop layouts, BI reports, dashboards, Power BI DAX commands, and functions. In this Power BI course, you will explore to experiment, fix, prepare, and present data quickly and easily.

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Mckenzie  Osiki

Mckenzie Osiki

1623906928

How To Use “Model Stacking” To Improve Machine Learning Predictions

What is Model Stacking?

Model Stacking is a way to improve model predictions by combining the outputs of multiple models and running them through another machine learning model called a meta-learner. It is a popular strategy used to win kaggle competitions, but despite their usefulness they’re rarely talked about in data science articles — which I hope to change.

Essentially a stacked model works by running the output of multiple models through a “meta-learner” (usually a linear regressor/classifier, but can be other models like decision trees). The meta-learner attempts to minimize the weakness and maximize the strengths of every individual model. The result is usually a very robust model that generalizes well on unseen data.

The architecture for a stacked model can be illustrated by the image below:

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