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Deep Reinforcement Learning Transforms Robots Into Soccer Pros

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Robots as Soccer Pros

The likes of Real Madrid and Man City may one day be filled with robots. The days of human soccer players may well be numbered as AI behemoths like Google DeepMind turn their minds to programming sport-playing bots.

Google DeepMind has already blown humans away in games like chess, go, and even complex esports like Starcraft II, but physical activities have remained out of reach until now! The AI research lab recently debuted its first iteration of soccer-playing bots.

Impressively, Google DeepMind didn’t have to create their own fancy bots. Instead, the pioneering lab took off-the-shelf robots and hooked them up to their machine learning program; before long, the mini bots had grasped the game of football.

While the bots haven’t mastered the art of pressing or slide tackling, thanks to deep reinforcement learning, the bots can play a miniature version of soccer. Google DeepMind released a video on YouTube of two bots battling it out in a game of one vs one. The bots were able to locate the ball, dribble around their opponent, find the goal, and punt the ball into the net.

However, the robots aren’t up to taking on your favorite EPL stars just yet. The robots have a skill level similar to that of your average four-year-old. They awkwardly move around the field with a pigeon toe gait and often take wild swings at the ball, which catch nothing but air. The bots even fall over, but fortunately, they pop up and keep playing like nothing happened! 

How Did Google DeepMind Create Mini Ronaldos?

Even though the bots may only be capable of simple movements, it’s an extremely complex process just getting the robots to identify the ball and understand the basic rules of soccer. Before the robots got a whiff of the playing field, the researchers at Google DeepMind started conducting computing simulations.

They started by programming the robots to perform individual tasks like dribbling the ball and kicking it. They used a technique known as deep reinforcement learning, in which the movements are simulated over and over again. The robot is rewarded when it gets the movement correct and criticized when it gets it wrong. Over time, the robot’s skills start improving, and it grasps the goal of the task and the optimal way to perform it.

Once the mini Ronaldos had gotten the hang of individual tasks, the researchers combined them all together. The goal was for the robot to play and win a game of one vs one soccer. This was no easy task as the robots possess the exact same skill set, it’d be like playing against your identical twin! 

When it came to game time, the robots were able to combine all of the skills they’d learned, and the result was a contest that resembled a soccer match. It’d be interesting to see the robots take on a four or five-year-old because that’s the current skill level they’re operating at.

What was most impressive was just how quickly the robots were able to improve. It didn’t take them long to go from struggling to locate the ball to dribbling, dispossessing their opponents, and even defending their goal like their lives depended on it. 

Thanks to deep reinforcement learning, the bots’ athletic ability skyrocketed. They were able to stand up 60% faster, walk almost twice as fast, and spin around three times faster, and the power of their shots also increased substantially. 

Google DeepMind Is Preparing for the RoboCup

Amazingly, the Google DeepMind robots were only trained via computer simulations. The next step is to add real-time reinforcement training and also re-design the bots. Researchers hope that these additions will supercharge the bots’ soccer-playing abilities. The ultimate goal is to get bots capable of adapting to complex situations in real time.

Every year, the best robots compete in the RoboCup, which is held in different cities around the world. The competition was established in 1997 with the goal of creating a team of autonomous robots that can beat the current human soccer World Cup winners. Keep an eye out for the next competition, as Google DeepMind plans to compete. We’ll have to wait and see just how effective their deep reinforcement learning model is! 

Read more: Humans vs Robots: Could Robots Replace Humans in Sports?

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When Half Measures Won’t Do

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The Dubicki FPV Doctrine

Thumbnail from an interview on Youtube

There are those among us who see the world not in shades of gray but in stark contrasts of black and white. In their veins runs a conviction so profound. It rejects the notion of middle ground, of half-hearted attempts and lukewarm passions. 

This is a realm where Dubicki FPV, shares his power of commitment. Not merely navigating the skies in drone racing events but embodying a philosophy that separates the extraordinary from the mundane. 

Dubicki’s saga, culminating in his first international appearance at the MultiGP Sharjah, is not just a chronicle of competitive expertise. It is a testament to the impact of diving into passion with everything one’s got.

The Birth of a Philosophy

From seemingly harmless beginnings — a child love-struck by the possibilities of flight. Dubicki FPV didn’t merely ‘grow into’ his role as a racer on the global FPV racing stage; he seized it. With the determination of someone for whom doing things by halves is close to not doing them at all. For him, drone racing went beyond being a mere hobby or an interesting pastime — it transformed into a calling that demanded his all.

“Diving halfway in? That was never an option,” Dubicki states during his interview.

From the early days of local events into the growing world of an international scene. Dubicki’s path articulates a powerful message: 

The greatest endeavours demand not just our interest, but our complete and utter immersion.

Curating a Legacy in Totems of Dedication

In Dubicki’s world, commitment speaks louder than words.

His commitment is filled in the countless hours of practice. The meticulous study of every movement, every turn, and in the stubbornness to rise from every crash. This is where Dubicki’s story moves away from the ordinary — his journey is marked not by the trophies but by the pursuit of mastery over his skills.

MultiGP Sharjah wasn’t only a platform for competition. It was Dubicki’s “first international event” — a testament to his dedication. 

Even though he struggled with the cameras, interviews, and pressure that he is yet to get used to — Dubicki has opened the doors to a brand new world. The one in which he hopefully stays for longer. 

Black and white.

But is the world of 100% commitment only positive? 

“I cannot do things casually” — Dubicki claims in his interview.

While we can all agree that his commitment and hard work are something to congratulate on and look up to — there’s another side of the idea.

And it’s not all black and white.

In life, some people only know how to give everything they’ve got to what they do. They can’t just do something a little bit or just for fun. For them, it’s all or nothing. They dive deep into their passions, putting their whole heart into it, or they don’t bother at all. 

This intense way of living might look risky to others because it seems like these people don’t know how to take it easy. But for them, going halfway just isn’t enough. It certainly wasn’t for Dubicki.

This full-on approach turns hobbies into more than just hobbies; it turns them into big parts of their lives. Their way of doing things fully can lead to amazing achievements and can change the areas they are passionate about in big ways. Yet, this same intensity asks a lot of them. They need to make sure they don’t lose themselves in their pursuit of what they love.

By embracing their interests fully, these individuals don’t just live life; they light it up. They show the power of putting your all into something, reminding us that it’s possible to do great things when we dive in completely, not just dipping our toes in.

Thanks for reading!

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French Prodigy Redefines FPV Drone Racing

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KillianFPV and his journey from a child pilot to a global star

There’s a raw, untold beauty in the grind — the endless hours, the relentless pursuit, the sacrifices. It’s a story often hidden behind the curtain of glory, especially in rapidly growing world of FPV (First-Person View) drone racing

Here, in this niche yet fiercely passionate community, starts a story so compelling — it demands to be told. This is the ascent of Killian FPV, a testament to where sheer will and passion can elevate you. It’s a story that doesn’t just map the trajectory of a prodigious French pilot but serves as a universal beacon for what dedication embodies.

The Spark of Passion

Before the career, before the recognition, there was a child with a dream.

Killian’s journey didn’t begin on the racing track; it started in the quiet moments of wonder, the first time he sent a drone into the sky. From those early flights came a realisation that would define his path — flight was not just a fascination; it was his calling.

In a world quick to dismiss aspiration of kids (mostly as the allmighty “just a phase”), Killian’s passion for drones won against all odds. It was a spark that needed nurturing — a promise of what could be if that passion were given the wings to fly. 

And fly it did.

From his first race — Killian was getting high positions and trophies. A proof of concept of the highest order.

Crafting a Legacy

Killian’s story can seem unbelievable. It’s a story of the skies — each manoeuvre, each race, a line in the chapter of his legacy. 

This wasn’t a path paved with ease (they usually aren’t); it was one forged through the relentless honing of skill. Through the countless crashes and the painstaking rebuilds that followed. 

Following an idea of Build, Fly, Crash, Repeat.

Here, in the debris of broken drones and shattered expectations, Killian found his greatest lessons. It was a proof that failure is not a bad thing — it was a lesson. Something to further build him up — to mold him into a competitor feared and revered.

Globally.

The essence of Killian’s journey is not captured in the swift, adrenaline-fueled moments of racing alone but in the silent hours of preparation — the relentless tinkering, the study of every failure, and the formulation of strategies. It’s in these unseen moments that champions are usually made. 

And it was here that Killian transformed from a dreamer into a master of drone racing (With a recent win during the MultiGP International Open).

Beyond the Pilot

To understand the magnitude of Killian’s achievements is to recognise that his journey was more than a personal quest for glory. 

It was a storyline intertwined with the fabric of the FPV community — a story that inspired and was inspired by the pilots, the enthusiasts, and the dream-keepers of the racing world.

Killian’s story is a testament to the profound impact of dedication and time. Not as a mere pursuit of success but as an embodiment of the purest love for flight. It’s about pushing the limits, not only of the drones he pilots but of his own potential, challenging the very boundaries of the sky.

A Horizon Without Bounds

As Killian looks to the skies, his story unfolds as a vivid reminder to all who dream: the journey toward excellence has no shortcuts. 

It’s a path littered with challenges, but it’s within these challenges that greatness is forged. Through Killian’s eyes, we see a future, a domain where passion and perseverance are the only currencies that matter.

Killian FPV story is obviously far from over. With each flight, he charts a course not just for himself but for future generations of pilots who dare to dream. 

In the expansive blue, where the drone becomes an extension of his will, Killian writes a narrative that resonates far beyond the racing tracks. It’s a story of ambition, resilience, and an unyielding passion for the skies — a narrative that, like his drones, knows no bounds.

In the flight of Killian FPV, we’re reminded of the profound truth that greatness takes years; it demands more than we believe we have, yet gives back infinitely more in return. His journey is a clarion call to all who seek to transcend the ordinary — the dreamers, the doers, and the believers — that with unwavering determination and hard work, the sky is not the limit; it’s just the beginning.

Watch the full interview with Killian here

Thank you for reading!


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What if it’s not a “Phase” but the future career? ScreetcherFPV Origin story

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How allowing kids to follow their passions may change their life

Thumbnail of the interview with ScreetcherFPV

There’s something profoundly transformative about the journey of a young soul from the spark of curiosity to the top of their passion.

It’s a narrative that shows not in the leaps of adulthood but also where every encouragement is a gust of wind beneath wings. This is the essence of ScreetcherFPV’s story, a narrative that speaks to the inherent potential within every child’s interest. Waiting, just at the edge of encouragement, to expand into a destiny that not only promises mastery but also pure, unadulterated joy.

It’s not a phase

“Welcome,” I say, “to the journey of ScreetcherFPV, a tale that takes us through the potential, passion, and the profound influence of a community in the flight of a young dreamer.”

Coming from Beach City, Ohio, ScreetcherFPV, a testament to what becomes of a child’s curiosity when met with opportunity and support. By the age of 16, he had succeeded as FPV Drone Racing Pilot. Claiming the third place at the MultiGP International Open in 2023, but he had also subtly reshaped the perceptions of what young individuals can achieve with a drone, some ambition, and a supportive tribe.

His initiation wasn’t draped in the silks of victory; it was, instead, wrapped in the heartwarming simplicity of toy drones. A gift from his grandfather — that acted as the kickstarter for his passion for flight. 

“It was an awful Walmart drone” — Screetcher recalls.

For him the FPV fest in 2019 was not an event but a rite of passage. There, surrounded by veterans of flight, ScreetcherFPV, with his modest plastic drones, found not ridicule but a community eager to uplift. It wasn’t simply about building a better drone; it was about building a dreamer.

And he has built his first drone at an age of 12. 

A Race That Redefined Destiny

Freestyle and cinematic flying captivated his imagination with the open skies of possibility. Yet it was the drone racing event he attended that took his heart. 

It took just one global qualifier, orchestrated by Paul Atkins, to move Screetcher’s path from cinematic art into adrenaline-filled racing world.

Racing was no longer perceived as laps around a track but as a an exciting opportunity for pilots and their drones, underscored by a community that thrived on camaraderie and mutual respect.

What Screetcher claims to be the best part of FPV Drone racing?

The community. 

An unexpected part that stopped him against the tumult of broken parts and the brink of quitting. Here lies the heart of ScreetcherFPV’s story — the realisation that within the collective lies the strength to persevere, to refine, and to grow.

Future of Racing?

ScreetcherFPV believes that in the future FPV racing will change from a niche passion to a global spectacle. He hopes for everyone to make it a lucrative career, and for the people to see how amazing it can be.

The story of ScreetcherFPV emerges not only as an account of individual achievement but as a call to allow kids (12yo) to follow their passions. It’s a narrative that urges us to perceive the hobbies and interests of the young not as “phases” but as potential careers and lifelong joys. His journey underscores a universal truth: in nurturing the curiosities of our youth, we’re not just cultivating hobbies; we’re enabling the future pioneers.

ScreetcherFPV’s narrative is a beacon for every parent, mentor, and community. His story is a testament to the miracles that can happen when we allow passions to grow. It’s more than just the ascent of a young drone pilot; it’s a roadmap for empowering the next generation. It’s revealing that when given room to grow, passions will undoubtedly rise to the challenge, transforming novices into masters.

Watch the full interview with ScreetcherFPV here

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