Slideshare uses cookies to improve functionality and performance, and to provide you with relevant advertising. Did you know that your subconscious mind is a powerful tool, and with the right mind power techniques, you can use it to mold you future? Clipping is a handy way to collect and organize the most important slides from a presentation. Machine learning applications for NBA coaches and players might seem like an odd choice for me to write about. During a conversation with my good colleague Ray Wright, who does know quite a bit about basketball and had been looking at historical data from NBA games, we suddenly realized something about player shooting.
Factorization Machines return bias parameters and latent factors, which in this case can be used to characterize players and shot combinations. Armed with this thinking, our trusty machine learning software from SAS, and some data science tricks up our sleeves, we decided to try our hand at machine learning applications in the form of automated basketball coaching (sideline yelling optional!).
Now look at the following figure, which shows made shots (red) vs missed (blue), by location in the court and by action type. Based on the predicted log-odds, the typical player should strive for dunk shots and avoid highly acrobatic and complicated actions, or highly contested ones such as jump shots. Surely, many basketball experts will be able to give us good tips to augment our applications of machine learning for the NBA. Subconscious Musings is an outdoor sculpture on the SAS Campus facing Research Drive, which is the street where the largest SAS R&D building is located. From the halls of research and development to the board rooms of customers around the world in many different industries and analytical disciplines, the bloggers on Subconscious Musings will share what’s on our minds and invite you to respond with what is on yours. The blog content appearing on this site does not necessarily represent the opinions of SAS.
HJ:A The subconscious mind operates at 40 million bits of data per second, whereas the conscious mind processes at only 40 bits per second. If you want to change your life and experience the fullness of life, you must change your programming.
Mind Secrets Exposed created by Greg and Alvin is a newly updated course that provides people with detailed descriptions on how to control subconscious mind power.
Mind Secrets Exposed course developed by Greg and Alvin introduces to people step-by-step instructions on how to control subconscious mind power.
Mind Secrets Exposed created by Greg and Alvin is a newly updated course that teaches people how to leverage the unlocked potential of their mind to manifest an amount of wealth into their life.
A full overview of Mind Secrets Exposed on the site Vkoolelite indicates that this course takes people step-by-step through the process of discovering how to earn a six-figure income easily.

Bin Tran from the site Vkoolelite says that: “Mind Secrets Exposed is the unique course that helps people get the ability to influence events and other people in their life.
Reach out to the author: contact and available social following information is listed in the top-right of all news releases. Large companies in retail and media regularly use recommender systems to suggest movies, songs and other items to users based on their behavior history, as well as that of other similar users, so you’ve liked used such a system from Amazon, Netflix, etc.In basketball terms, the users are the players, and the items are shot types. Originally proposed by Steffen (Rendle, 2010), they are a generalization of matrix factorization that allows multiple features with high cardinality (lots of unique values) and sparse observations. You can think of a player’s bias as the overall propensity to successfully score, whereas the latent factors are more fine-grained characteristics that can be related to play style, demographics and other information. Now, of course not all players are “”typical.” The following figure shows a 2D embedding of the fitted factors for players (red) and actions (blue). Recommendations can be tailored to specific players, and many different insights can be extracted. That sculpture and street have inspired the title of this blog, which will represent the internal musings and perspectives of Radhika Kulkarni, Advanced Analytics R&D VP, and her colleagues at SAS. To change your programming you must control your subconscious mind so you can alter your old limitation beliefs. A full Mind Secrets Exposed overview on the site Vkoolelite indicates if this course is worth buying. In addition, in this course, people will discover how to attract the partner of their dreams into their life, and how to find contentment in their life. The course also provides people with simple exercises to reduce their stress and anxiety at work, step-by-step techniques to find peace of mind, and easy tips to avoid common mistakes while managing their business.
The site supplies people with tips, ways, programs, methods and e-books about many topics including business, health, entertainment, and lifestyle. What if we could automatically suggest new shot combinations appropriate for each individual player?
As with the other domains mentioned above, available data does not even come close to covering all possible combinations, in this case for players and shots. The parameters of this flexible model can be estimated quickly, even in the presence of massive amounts of data, through stochastic gradient descent, which is is the same type of optimization solver behind the recent successes of deep learning. We have information about shots taken during the 2015-2016 NBA basketball season through March 2016.
As the box and whisker plot below shows, the answer is yes, somewhat, but not quite as much as one would think. It is clear that all actions involving “dunk” lead to larger bars, corresponding to greater probability of success.

So if any NBA coaches or players want to call about our applications of machine learning for basketball we are available for consultation! Here, we plan to discuss all things related to the advanced analytics that solve so many of the challenging problems facing business and organizations today. To do this you have to take certain steps or follow certain procedures that will guarantee you success if done correctly.
After Greg and Alvin launched the “Mind Secrets Exposed” course, a lot of customers have used it for learning how to reprogram and train their brain for success.
In addition, by following this course, people will find out exercises to improve their memory easily.
Players Ricky Rubio and Derrick Rose exhibit similar characteristics based on their shot profiles, as do Russell Westbrook and Kobe Bryant, and others. Consequently, the website Vkoolelite completed a full overview about the effectiveness of the Mind Secrets Exposed course.
Moreover, when ordering this course, people will receive manuals, audios, and special gifts from Greg and Alvin.
However, one of the perks of working in data science and machine learning is that I can still say somewhat insightful things about sports, as long as I have data. And fortunately, SAS has a new offering, SAS® Viya™ Data Mining and Machine Learning, that includes a new method specifically designed for sparse predictive modeling: PROC FACTMAC, for Factorization Machines. Information recorded for each shot includes the player, shot range, zone, and style (“action type”), and whether the shot was successful. Firstly, people will get the “Mind Secrets Exposed” manual that teaches them how to get rid of negative thoughts, and how to make positive changes in their life. Secondly, people will receive the “Mind Secrets Exposed 2.0” audio, and the “Greg and Alvin’s Dream Planner” manual. So with that expertise I’ll weigh in to offer some machine learning applications for basketball.
Finally, Greg and Alvin will give people bonuses such as the “Quick Wealth System” video, the “Exclusive Wealth Generation Program” video, and other bonuses.

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