Online courses can provide you the time to dig deeper and truly master a new skill tr topic. Open Yale Courses and MIT O

Being part of this festival has been one of the best things in my life. The experience of travelling to another country and soaking up the culture is irreplaceable, there’s no denying. But this festival brought the entire world right to my doorstep.,Courses are a great way to gain new knowledge and skills. You can take full courses in programming, psychology, economics, negotiation, entrepreneurship, music and much more — all from the comfort of your home.,From a myriad of beautiful memories, one will always stand out for its purity. We hosted groups from both Croatia and Serbia. These two nations used to be part of one country called Yugoslavia and since its breakup and following bloody war filled with atrocities, they’ve had an unstable relationship.,I will never forget that night in the bar. Twenty young Croats singing their lungs and hearts out in unison with their Serbian brothers and sisters. They stopped right in the middle of one song, everybody held hands, bowed their heads, and began to pray.,“Everybody knows what that feels like — when you arrive within yourself and you’re living in the heart of who you are. You start to attract the right people and things. And if you’re not there, you know it too, and so give yourself the time to get there,” Margie says. Amen.,See that each word embedding is now multiplied by a third matrix generating their value representation. This tensor will be used to compute the final embedding of each word. For each word W, the computed weights for each other word in the text Wn will be multiplied by their corresponding value representations (Wn_v) and they will be added altogether. The result of this weighted sum will be the updated embedding of the word W! (represented as e1 and e1 in the diagram).,Note that we can use the second word as W and the first word as Wn as well, that way we would compute a score that would represent the dependency of the second word to understand the first. We can even use the same word as W and Wn to compute how important the word itself is for their definition!,She’s a true “bottomless pit of wisdom,” as Sharleen describes her. Here are the 6 most common mistakes Margie sees us make in dating and love — and how to avoid them so your relationship can thrive.,Self-attention will linearly project each word embedding in the input text into three different spaces, producing three new representations known as query, key and value. These new embeddings will be used to obtain a score that will represent the dependency between W and every Wn (high positive scores if W depends on W’ and high negative scores if W is not correlated with W’). This score will then be used to combine information from different Wn word embeddings, creating the updated embedding W’ for the word W.,Data scientists spend most of their time on data wrangling, so being efficient is a valuable skill to have. So the purpose of this article is to show how to build a “cheatsheet” for data wrangling following a typical analytics workflow. I am not going to write down all the codes needed every step of the way, rather I’ll focus on how to compile a cheatsheet that serves your purpose, so you can spend more time coding, less time searching for the right syntax.,Your life will never be perfect, and you can’t exactly time when you’ll meet “the one,” but until you feel genuinely satisfied with your life as is — your work, your health, your non-romantic relationships — that should be the baseline you’re working towards, not “let me get a partner who can fix it.”,“When you really give yourself permission to take your time, to really become someone that you like, somebody that you enjoy being, with a life that you enjoy having, you will attract somebody that you like. If you’re someone you like, you will attract someone that you like.”,It’s common among friends, particularly men: Someone suggests a get-together. Something “active.” A hiking trip, perhaps, or a cycling tour. No one has done any exercise for months, but somehow, you end up on an excursion roughly equivalent to an Ironman triathlon — and spend the next three days on the couch, waiting for your butt to stop hurting.,Each word embedding gets multiplied by a Key and a Query matrix resulting in the query and key representations of each word. To compute the score between W and Wn, the query embeddings of W (W_q) is “sent” to the key embeddings of Wn (Wn_k ) and both tensors are multiplied (using dot product). The resulting value of the dot product is the score between itself, it will represent how dependant W is with respect to Wn.,Self attention will compute attention scores between every pair of words in the text. The scores will be softmaxed, converting them into weights with a range between 0 and 1.