#data #collection although important is still over-emphasized compared to its #type, #computers can only interpret its #values, while #humans interpret its #art.#datainterpretation

#Applied #knowledge and #interactions in #education; the opportunities are beyond anyone's imagination yet many #countries have failed to understand the role of #education in this #century. #historical #data has proven #continuity through education in some cultures while others have shown a complete disregard for achievements. #DNAgenerative, #AI, #ML, have to be implemented everywhere.

#machinelearning applied in the #education #system is a must due to the volume of data that is available. #decisions are made based on #data and #analytics

#skew #data is obtained when #educators who are #novices in online education are allowed to do it. In fact, everyone shall be aware of the large differences that exist between the different populations who learn either #eLearning, #synchronous, #asynchronous, vs #inperson.

I see that those #students who will learn #statistics, #predictive #analytics, #machinelearning will be able to solve the many challenges that exist now in all areas as #healthcare, #education, #environment, #politics, #manufacturing etc. #data

#Humans' evolution in thinking led to a wide variety of either unfinished and wrong approaches that are also visible and easily traced in our #genome. Processes are misunderstood since our levels of knowledge are still further to where they should have been when considering our #past #historical #data.

Most interesting when teaching #students about #statistics, who have never learned about #data, is to #demonstrate the limits of the #limitedintervals. Their questioning belong to the #domain of #separation and #identification. What are the #principles of #decisionmakers regarding #intervals?

Since #phenotype are expressed through #behavior how #economists, #politicians came to the conclusion that the #cultures are not the result of #genotypes and #phenotypes?
We teach #children to respect elderly and then companies hire #teenagers to get rid of #olderworkers...what exactly is the role of #earnings if we do not respect then #history and its #data?

Use #SupervisedData when you want to #TrainData and made a #prediction on #data

Many minds know already that predicting the future is possible, but the most challenge is to act on those predictions therefore how the machine learning will help us to make better choices? #machinelearning #prediction #intuition #data

the use of technology is to help people make decisions rather than consider them a burden #machinelearning, #AI, #data #analytics and it will be only when changes will happen starting with the education system #educationsystem that we will directly experience such qualitative and quantitative changes