Futuro laboral, ciencia de datos e inteligencia artificial

Por Fernando Pérez y David Manero | Instructores de Udemy

Con motivo del día del trabajo, no está de más recordar que las actuales y futuras generaciones deberán prepararse para competir por empleos que aún no existen pero que sabemos estarán fuertemente ligados al conocimiento de las llamadas STEM (Science, Technology, Engineering and Mathematics).

Sin embargo, la realidad va por otro lado; según el reporte del Banco Mundial “At a Crossroads: Higher Education in Latin America and the Caribbean”, 44.7% de las personas que se integran actualmente a la educación superior lo hacen en estudios relacionados con ciencias sociales, leyes y negocios, en contraste con un 5.5% en ciencia.

Para este pequeño porcentaje de estudiantes o para aquellos que quieren explorar otras opciones profesionales, existen dos disciplinas cuyas perspectivas de empleo y crecimiento son atractivas: ciencia de datos y desarrollo de inteligencia artificial. Para ellos, Udemy comparte una guía general de los conocimientos y habilidades que deben aprender.

Ciencia de datos: tu futuro “data driven”

Su objetivo es identificar, procesar y convertir grandes volúmenes de datos en información valiosa para la toma de decisiones en cualquier ámbito del quehacer humano. Para desarrollarla y aplicarla se necesita:

  • Matemáticas, resaltando el dominio de algebra lineal para trabajar matrices, vectores directores, factores, cálculo diferencial, derivadas, etc.
  • Estadística básica para conocer una media, mediana, desviación, máximo-mínimo, teoría de la probabilidad y teorema de valles, entre otros.
  • Arquitectura de big data mediante el uso de software como Hadoop, bases de datos relacionales y no relacionales, empleando programas como Cassandra y Mongodb, y MySQL, PostgreSQL, respectivamente.
  • Lenguajes de programación como R, Python, S, C, SAS.
  • Manejo de bases de datos como SQL y programación en HIVE.
  • Programas de visualización de datos con softwares como Kibana, Tableau, Clip View, o incluso Excel.

Una habilidad fundamental para ser científico de datos, y que es considerada “blanda”, es tener curiosidad para buscar relaciones entre datos que en apariencia no están conectados o tienen lógica entre sí.

Actualmente en nuestro país no existe una licenciatura en Ciencia de Datos, sin embargo, sí existen posgrados, diplomados y cursos para iniciarse en este ámbito. Y en términos de ingreso, según el Observatorio Laboral del gobierno federal, el sueldo promedio va de 40 mil hasta 90 mil pesos mensuales.

Para estudiarla resultará más fácil si cuentas con una ingeniería, o cursaste alguna carrera asociada a matemáticas, estadística o si te desarrollas en un área científica.

Inteligencia artificial, cada vez más importante

La Inteligencia Artificial (IA) permite realizar sistemas capaces de aprender y predecir hechos o acciones a partir de la lectura de datos de otros sistemas o directamente del entorno, procesándolos y guardándolos en forma de conocimiento que posteriormente se usa para tomar decisiones.

La IA está creciendo aceleradamente, para 2017, 61% de las iniciativas empresariales de Estados Unidos habían utilizado Inteligencia Artificial y 71% tenía una estrategia de innovación para acercarse a nuevas tecnologías como esta.

Para desarrollarla y aplicarla es necesario contar con las mismas bases de conocimiento que un científico de datos, además de:

  • Procesamiento de datos. Fundamentos para comprender el ABC en la manera en que se “traduce” información en acciones.
  • Tener un buen dominio del desarrollo de aplicaciones y lenguajes de programación como R, Python, C#, C++, entre otros. A diferencia del software tradicional, centrado en una serie de tareas específicas, el que se utiliza en IA se centra en el aprendizaje constante.
  • Aprendizaje artificial o machine learning basado en big data para crear sistemas de aprendizaje guiado, no guiado y con base en reforzamiento.

Las posibilidades de desarrollo de IA podemos agruparlas en:

  • Específica: enfocada en la lectura de información de un solo tipo y brinda soluciones sobre la base de un propósito puntual
  • General: busca copiar las múltiples formas de pensar y actuar de un ser humano y decide sobre sus patrones de aprendizaje y decisiones; aunque todavía no está del todo desarrollada al ser amplia y compleja, al mismo tiempo que requiere de soluciones tecnológicas más robustas, ya se está trabajando para hacerla una realidad.

Para entrar en el mundo de la IA es recomendable haber estudiado alguna ingeniería en software, o contar con un alto dominio de matemáticas, estadística y programación.

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The premise is that the god beats the drum style, which is equivalent to one punch. If you use other punches, it is estimated that It takes two or three punches.After all, Fengxue Temple is the mother s family of Longquan Sword Sect, and Wei Jin is now the well deserved number one sword cultivator in Aquarius Continent.

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The Mohist giant. The three ferry giant cities are somewhat similar to Phi Ma Zong set up a Qinglu Town in Guixi Valley.Denying the existence of the twenty four scrolls, and a continent, a mountain and a river, is it more than just not worthy of death Cui Zhang wanted Chen Ping an Understanding The Benefits Of Green Acre 932 Cbd Gummies A Comprehensive Review to witness with his own eyes the beauties, big and small, on and off Tongyezhou Mountain.

The two relied on a flying sword and the master level to kill people respectively. Ru Ma s methods are extremely cruel. In the early years, everyone thought that the two assassins were mountain killers hired by the Northern Jin Dynasty with huge sums of money in order to deprive the Seventh Sense Cbd 861 Reviews A Comprehensive Guide To Cbd Yao family cavalry of their backbone.

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The legitimate son Xu Binxian leaned on the back of his chair and took out from his sleeve a landscape travel diary that was widely circulated in the mountains.Li Er grinned innocently. He couldn t be said to be discerning. He liked the boy with straw sandals the most back then.

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Together, they complement each other, giving Chen Pingan a lot to do in the Great Wall of Sword Qi. The method of cultivation seems to be refining things, but in fact it explains the principles of the operation of the Five Elements.Waiting to die, next time she meets him, she will lie on the ground and pretend to be dead. Chen Ping an can t really behead him with a flying Exploring The Benefits Of Cornbread 40947 Cbd Gummies For Wellness And Relaxation sword, right But Wei Wei had to admit that she was really afraid of him, Chen Pingan.

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Moreover, in Haoran World, the true dragon catastrophe three thousand years ago affected the fish in the pond, so there is no longer a sect, because raising the descendants of Tommy Chongs Cbd Reviews A Comprehensive 69379 Analysis Of The Products Effectiveness Tzznz true dragons, the descendants of the dragons, and turning them into dragons are just a dream, let alone the real thing.But there was a scholar standing in the distance with a cheerful smile. Chen Pingan nodded in greeting and said with a smile It s okay.

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In fact, he has little interest in real fighting and fighting. Of course, if he really wants to take action and seize benefits, Huan Yin will never be vague, such as the attack on Yu Zhenyi today.Let s make a deal first, it won t matter, and cherish the last chance. Ma Kuxuan stopped. interlaced the fingers of both hands, and pressed down gently, Where to fight Chen Ping an said, Forget it today, whether you go to Zhenwu Mountain or Luopo Mountain, it s up to you.

Yao Xianzhi and Yao Lingzhi looked at each other. Holy disciple Or a closed disciple Does that mean that Chen Ping an is the junior brother of the Embroidered Tiger Cui Chan and the Sword Immortal Yao Lingzhi couldn t help but glance at the young man wearing a green shirt with 315 Cbd Blue Gummies A Complete Guide a hosta on his head, as if he still couldn t believe it.

Old Master Dong distinguished the superiors and inferiors of the hundred families. Among them, the artists and merchants who ranked at the bottom were also concerned about this.This eighth level martial artist is an elegant old man with a thin appearance. He wears a silk scarf on his head and has an ancient air.

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They couldn t sleep at night, so they had to complain to each other. Gao Shizhen said softly I was once a person who worried about too much rain and snow.

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saying that this door to door son in law named Han is not as good as the young man named Chen who helped in the shop back then.After he seemed and really was seriously injured, Jiang Shangzhen was confused. He was not sure whether it was true or not, so he could only ask in his heart Mountain Master, what s going on Who are we going to trick this time Here comes another immortal And he s not a papery kind Say something right, and I ll protect the way.

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I really don t know how she got into this level. In the upper five realms, your life is too good Jiang Shangzhen stretched out his hand and rubbed the center of his brow, It s a pity for our sister Jiangshu.Pei Qian looked at these children, his eyes were gentle, and his voice was concentrated, and he repeated to them again, Eat.

Apart from Ning Yao, I am the only one in the world who can make him not fight back or scold him. I really don t brag. Shengyue sighed, Come on, you scholars really still can t believe what you say.Some said she was scolding her for not being able to protect the way and her skills were too poor. Some even said that for the first time, Zheng Juzhong personally taught the disciple Charming what to do.

I heard that it took two hours. At the gate ceremony, the guests who were watching the ceremony took their seats.Could it be just now Qi Jingchun nodded, confirming Cui Dongshan s guess. Cui Dongshan sighed, Zhou Mi was good at controlling the long river of time, which was the key to encircling and killing Bai Ye.

Among the fifteen Maolin doctors among the second level Jinshi, Wang Qinruo has the best literary talent and is known as ethereal The Benefits Of Mild Cbd Gummies For 103 Anxiety And Relaxation Vsloh and full of fairy words.When the young man heard Chen Ping an call Qin Zidu Biyu and revealed her nickname in one sentence, the young man was obviously a little surprised, and then he laughed heartily and said I never Choosing The Right Multivitamin Gummies For Diabetics A Comprehensive 829 Guide Wvmgv thought that Mr.

Sure enough, it was thanks to the mountain owner. Bai Xuan became angry with embarrassment. He bent down and put his arms around Jiang Shangzhen s neck, How dare you Why are you talking to me Chen Pingan and Xu Yuanxia rode at the front.You are different. Drink the northwest wind here every day. The old Taoist sat back on the bench and sighed. In fact, many old neighbors in the city are gradually disappearing as they age.

How could I have imagined this. Song Yushao snorted. nodded, looked calm, and said calmly, Finding The Best Gummies Cbd Thc 5394 Near Me A Comprehensive Guide To Relaxation And Wellness Uoxij I guessed it a long time ago.Xiaomi Li had no choice but to continue eating melon seeds. Twelve cities on a night voyage. How can it be compared with that ascending city Chen Ping an suddenly raised his head and murmured Could it be a dream The vast world 05 Helping Your Child Sleep Better With Mommys Bliss Kids Sleep Gummies A Comprehensive Guide Btenc was split open by a sword, and someone with a sword flew up to this place from elsewhere in the world.

In fact, it was not that Chen Pingan couldn t trust Cao Qinglang, but Cao Qinglang. After all, he was still too young, and some of the choices he made would make his heart overwhelmed too early.Yes, there are also the bundles of books, which look like firewood that has just been chopped and moved from the mountain.

The plot was huge, and he went for the civil servants should also have Biolyfe Cbd Gummies Reviews What 090 Customers Say the surname of Zhuguo, and the military generals should also have the official position of hunting envoy.There is a first class river god and three second class river gods. The vast waters of the four rivers are not limited to Longzhou, but the temples of the four water gods are all built on the boundaries of Longzhou.

The top of the mountain has been frozen for decades with heavy snow. But from then on, she also had inner demons. In the last retreat when she was trying to break the bottleneck of Yuanying, she became obsessed and was killed by the sword cultivator of the Zhengyang Mountain Ancestral Master Hall.

No wonder Chen Pingan felt that martial arts was not enough before, so Chen Pingan had to travel thousands of miles, immersed in it, as if being dragged into an illusory world, and finally located on a mountain top, where martial arts was so dense Like water, Chen Ping an stood in it, as if he were walking in the long river of time for the first time.

When you get money, For the sake of profit, for pragmatism, for the advancement of the realm, for the sake of me one day being the truth.Chen Ping an was hiding in one place, using his mind to control the sword array and hit the old man holding the sword on the top of the mountain.

Liu Mao smiled and shook his head. This Lord Understanding The Benefits Of Golden Farms Cbd Gummies Reviews For Pain Sleep And 056 Anxiety Relief Fu Yin is still young and is superfluous. Shen Guogong Gao Shi really visited the Taoist temple, which is not worth mentioning tonight.Cui Dongshan gives guidance every time , the water transport Microdosing Cannabis Gummies A Comprehensive Guide To 19827 Precision Dosing Yylfm of mountains and rivers, large and small, will manifest one 1686 The Best Cbd Gummies For Tremors A Comprehensive Guide To Relief by one.

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Cui Chang shifted his gaze slightly, no longer staring at the water curtain, and closed his eyes to relax.Just in sight, the stream gurgled, cheerful and soft. Chen Pingan did not give up, picked up a few stones of just the right weight, turned around and walked downstream along the stream, carefully observing the movement in the stream, trying to find any clues.

He continued to ask, Why hasn t Liu Xianyang gone to blacksmith 65707 Vitamin D Gummies For Adults A Comprehensive Guide To Choosing The Right Supplement Ujrnd in the past two days Chen Pingan was about to help.After she gets the treasure armor, she still has to convince the burly old man not to cause trouble with me in the near future.

After returning, she made a big announcement to Chen Songfeng. Chen Dui was also present at the time, so she knew that Chen Ping an should not be regarded as an ordinary young man in the market.Mr. Yang, what do you think our Mr. Qi wants The old man was just smoking a cigarette with a gloomy look on his face.

how could he think so far, after all, just agreeing to Miss Ning s punch a million times made the young man feel very difficult.Liu Xianyang seemed to be able to do everything, especially in the When it comes to catching loaches and eels in the countryside, the young man is undoubtedly the best in the town.

Zhao The Legality Of Cbd 45 Thc Gummies A Comprehensive Guide To Cbd Thc Gummies Legal Status Dykbg Yao is the eldest grandson of one of the four major surnames in the town. Compared with Lu Zhengchun s idle playboys, Zhao Yao, who was also born into a wealthy family, has a good reputation.I guess I ve seen it a few times. A low ranking official and an unofficial historian, used to fool the villagers.

Pindao told you three things, please remember them clearly. The first thing is to wait for Miss Ning to get better and take her to the south side of the town by the stream to find the father named Ruan.He said worriedly Dad, don t speak in a hurry, or you may injure the wound. Zhu He smiled even more, resting his hands on his knees, his face was radiant, and his whole person looked particularly energetic, This small injury is nothing.

Chen Pingan has always envied Liu Xianyang for so many years. It s not that I envy Liu Xianyang for his talent, strength, and popularity.His pair of straw sandals and his trousers were covered with mud. Song Changjing walked forward and Free Cbd Gummies Just Pay Shipping A Comprehensive Guide To Relaxation And Wellness 014 Yxzds said with a smile I really didn t expect that this small town would still have such a big figure like you.

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The little girl in the red cotton jacket twisted her clothes with her hands and whispered, I want a piece too.After the old shopkeeper walked down the steps, he looked back and saw that Old Yang was about to close the door.

But I can say that it will give me an extra point or two of blessings. After all, I will give it a try. Chen Ping an was stunned.Just be afraid. He will not be in charge of your life or death in the future. I, Ning Yao, will live a human life and repay every drop of kindness with springs.

It was easy to handle. Chen Pingan went to the house to find a basket. Soon the young man Sleep Gummies Lemme A 937 Comprehensive Guide To Better Rest Glnlr was walking down the Mud Bottle Alley with a basket on his back, a piece of clothing covering the sword sharpening Green 945 Compass Cbd Benefits For Stress Pain Relief stone.It s a silver powder box. I know she s been eyeing it for a long time, but she just couldn t bear to buy it.

Liu Xianyang sat down on her before. The wooden bed Understanding The Benefits Of Makers Cbd Gummies Mg A Comprehensive 96927 Guide had just been repaired not long ago, and there was a bench under the bed.Chen Pingan asked in a low voice Is it related to Mr. Qi Ning Yao did not intend to tell him the truth, and only gave a vague answer, Since Mr.

After hearing this, he sat back down and said with an angry smile Hey, you are still in the mood to tease me, You re a very generous boy.Serving a weird old man Yao is enough for us. I just want to make a Bioheal Blood Sugar Support Cbd Gummies Review Does 1856 It Work What To Know Before Buying living in the blacksmith shop. Let s eat. Chen Pingan raised his head with a dark face.

He used some money to repair this house. Although he had lived in this Mud Bottle Lane since he was Goldline Cbd Gummies Savor Flavors For Relaxation This 8570 Year a child, Chen Ping an had never seen anyone living in this house.Chen Pingan nodded. Ruan Qiong walked to the well with a straight face, turned around after saying one sentence, Chen Pingan, come with me.

After silently reciting a series of obscure formulas, he finally ended with five words Zhenwu Mountain invites you Ma Kuxuanchi Chi turned his head and looked.It is not shameful to admit such a thing. Ning Yao was deceived by Chen Ping an s fallacy. Congested. Chen Pingan turned around and smiled, Of course, after thinking about this, I will still feel aggrieved when I accept my fate.

There was also a row of hams and dried fish hanging on the wall. Everything was neatly tidied up, fresh and clear, and objects of all sizes were not miscellaneous.The top of the scabbard touched the young man s waist. Bang, remove the word ligature The straw shoe boy grinned, rubbed his waist gently, and lowered his voice Didn t I tell you, there is a mountain of cliffs, all of which are what you call the Dragon Zhanping Platform.

Ruan Xiu pointed to the Experience The Bliss Of Relaxation With Foria Cbd Gummies 811 A Comprehensive Review place names and mountain names, explained and introduced them to Chen Pingan one by one, and finally reminded Although the two maps look like they are only offset by the size of a fingernail, when you go into the mountains, you will find that it may be There is a gap of several miles in the mountain road, because after the Lizhu Cave Sky fell on the ground of Dali, the ground shook greatly, and even some peaks with weak roots collapsed at that time, which also affected your path forward.

However, as soon as his body took off, he was quickly slammed down by the tail. Zhu He protected his head with both arms and was suddenly knocked back to the stone.The young man who thought it was better to go to the east gate of the city to collect debts once, when he was approaching the old locust tree, he also saw locust leaves falling in front of him, but he quickened his pace and wanted to reach out to catch them.

Of course, if you hit the south wall, you will break it. you definitely don t believe it, it doesn t matter, it s up to you whether you believe it or not.Come to recognize the master, after all, all the emotions should resonate, right Is it true that the old sword is just a little old thing, and it is just an old object that has aged a little longer Oh, what a pity, what a pity.

The warrior s heart suddenly felt cold and his body was filled with chills. Those Da Li spies lurking in the dark chose not to save him This is absolutely unreasonable and against the rules A warrior is like a man in mourning.Whether the master agrees or not, they have to Harmony 647 Glow Cbd Gummies Review Benefits Ingredients And Where To Buy fight with them before talking about anything else. However, these weird tempered guys from Fengxue Temple don t fight to gain fame, let alone kill people, so even if they are beaten to a pulp by the monks from Fengxue Temple, they don t have to worry about making their family ugly.

I don t ask for any luck. I just want someone to help me forge a sword. It s best to suit my liking. As The Benefits Of Zarbees Sleep Melatonin 707 Gummies For A Restful Nights Sleep Nfuje for whether it s sharp or not, and whether it can bear the load.The reason for this was not because of the bright stars, but because of the green bull s back. On it, stood a snow white elk, its whole body crystal clear, glowing with wisps of white light, like water plants swaying with the water in a stream.

Beforehand, a bag is given to the gatekeeper, which is a toll that must be paid out, regardless of the status of the gatekeeper.