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The Last Son of Krypton vs The Super Saiyan God. Two of the last members of their species who narrowly escaped the destruction of their planets. Both were sent to Earth, but for two different purposes.Kal-El was sent to Earth by his loving parents to protect it and carry on the Kryptonian Legacy. Kakarot was sent to Earth by Frieza's Army to destroy it, but both ended up as saviors of the universe.Who will win this titanic clash of iconic heroes? Who is more powerful, Kryptonian or Saiyan? Kal-El or Kakarot? Son Gokū or Superman? Find out now!GokuPOWERS & ABILITIES• Saiyan Physiology• Super Strength• Super Speed• Super Durability• Energy Blast Projection• Zenkai Boost• Super Smell• Super Senses• Mimicry• Victory Instincts• Healing Factor (SSG Only)• Indomitable Willpower• Powerful Lungs• Ki Manipulation• Ki Construct Creation• Matter Manipulation Resistence• Time Manipulation Resistance• Mind Control Resistence• Existence Erasure Resistance• Soul Manipulation Resistance• Empathic Manipulation Resistance• Magic Resistance• Sub-Atomic Defenses• Godlike Stamina/EnduranceSPEEDI've gone over Goku's stats multiple times now, so I'll keep it to the point. Keep in mind that Goku's base form is over 10x stronger than SSG Goku was in the Battle of Gods Arc.Goku and Beerus' attacks also generate light and shockwaves that traverse the Macrocosm and surpass the dimensional boundaries, reaching outside of the universe in mere seconds which is a septillion's of times FTL feat. (Keep in mind that DB characters are faster than their own Ki in most instances)SSJ Goku was able to surpass Suppressed Beerus who, when nullifying the Ki Clash, reacted to the explosion of his own and Goku's Ki before it's destructive power could even expand far beyond the two and destroy the Macroverse. We know from numerous feats and statements that greater power equates to greater travel speed, combat speed, and reaction speed.We know Goku surpassed Suppressed Beerus at this stage because Goku powered up and Beerus stated that the level of power Goku had risen to would be harder to nullify, meaning SSJ Goku > God Goku & Beerus Ki Clash. This doubles as a strength feat as his power was beyond the Ki Clash which could've destroyed the macroverse.Goku also caught up to Beerus and Whis' travel speed as they flew from U7 to U10 in a couple hours which is septillions to octillions of times FTL as multiple universes were crossed in a short period of time.Later on in the Universe Survival Saga, Goku's base form is able to keep up with Suppressed True Golden Frieza in speed.• Goku's speed in his base form is around 4,000,000,000,000,000,000,000,000,000x Faster Than Light.• SSB Goku's Speed is 6,400,000,000,000,000,000,000,000,000,000,000x Faster Than Light• SSB Kaioken x10 Goku's Speed is 64,000,000,000,000,000,000,000,000,000,000,000x Faster Than LightKeep in mind that this is lowballed, and assuming that Goku in his base form is only 10x stronger than he was when he fought Beerus as a Super Saiyan God.STRENGTH AND DURABILITYIn the Battle of Gods Arc, after becoming a God, Goku gained the strength to annihilate the macrocosm of Universe 7 multiple times over, and has taken multiple Multi-Universal/Multiversal attacksA much weaker Goku's strikes were capable of Macrocosmic annihilation while not intending to destroy anything, and suppressed, meaning he's able to destroy the Mortal Realm (equal in size to our Universe), the Afterlife (equal in size to the universe), Heaven (comparable to the Universe in size) Hell (as wide as the universe) The Demon Realm, Grand Kai's Anomalous Space, the Supreme Kai Realm (1/5th the Universe), and all the pocket dimensions such as the Hyperbolic Time Chamber and Frieza's Personal Hell.Even if you try to say that it only happened because Beerus was there, so their punches combined were causing them, it still makes Goku atleast Universal+ because Goku exerted equal force to Suppressed Beerus.The Narrator himself even confirms that the Universe would be destroyed, along with Whis, the episode title, the manga, and the nigh omniscient Kai's such as Elder Kai & Kibito Kai.As Goku grew more powerful throughout the fight, he was able to cancel out with a single strike and tank the explosion of Beerus' high density energy which was created by SSJ Goku's Full Power Super Kamehameha and Beerus' energy blast. This High Density Mass was stated to be capable of destroying the Universe.He won a Ki Clash against Supreme God Zamasu, who is a Potara Fusion of two Multiversal beings.Goku himself implied he could defeat Astral Zamasu (Zamasu after having his body destroyed) after he consumed Trunks' timestream & Multiverse and was seeping into other realities and timelines if he had a Senzu Bean.Goku's Strength/Attack Potency is equal to his Durability, as we've seen him consistently tank his own full power Kamehameha's during training.One of Goku's best pure durability feats (other than taking multi-universal/multiversal attacks) is tanking the Energy of Destruction, which had the same function as the Hakai, it completely erases and obliterates you on a physical, Astral, and spiritual level. Not even your soul survives. The most impressive thing about this feat is that it was intended for True Golden Frieza, yet off-guard, suppressed, base Goku tanked and resisted absolute erasure for a long period of time.Frieza even stated that Goku should be able to break out of it as he did, and base Goku was able to make it shrink for a bit. If it was SSB Goku, he would've broken out of it as easily as Frieza did because they're even.Goku's Strength and Durability as a Super Saiyan Blue/Super Saiyan God Super Saiyan is easily in the Multiversal range.(This applies to his Attack Potency, not necessarily his Destructive Capacity. This doesn't mean that Goku is capable of destroying the 12 Universes, only that his attacks are potent enough to destroy a Multiverse.)SKILLGoku is one of the most skilled fighters across all of fiction. Toriyama himself has stated that Goku uses forms of Martial Arts which don't even exist in real life, and Goku has shown masterful skill in Karate, Kung Fu, Qigong, Kenpo, Kiai Jutsu, Gong-Fu, grappling techniques, joint locks, Lightning Bolt Clasped Hands techniques, etc.He is able to sense energies across the universe, adapt to his opponent's fighting style and abilities, quickly formulate genius battle strategiesGoku can use Ki Sensing, Ki Echolocation, and can sense changes in air pressure to find his opponent,Goku can restart his heart with a Ki Blast's shockwaveHe can even concentrate at superlumial speeds to anticipate when and where Hit would use his Time-Skip to counter his attacks instantaneously.KI TECHNIQUES• Kamehameha - a powerful Ki Blast which Goku has mastered and can combine with other techniques such as Instant Transmission• Spirit Bomb - a technique in which Goku gathers Genki from from living and nonliving beings such as planets, stars, people, and animals• Dragon Fist - Goku causes an explosion around him, and creates a Golden Dragon from his Ki, and he punches through his opponent with the Golden Dragon• Destructo Disc - a Ki Disc with sharpened edges to harm those stronger than him• Solar Flare - Goku uses his Ki to emit a flash of light to blind his opponent• Mafuba - a technique which seals away his opponent as long as he has a Magic Seal & any container with a lid• Hakai - Goku's most powerful technique which utterly erases his opponent on a physical and spiritual level (this is manga only feat as of now and you can disregard it if you want)• Kaioken - Multiplies Goku's strength, speed, and durability up to 20x in his base form, and 10x in his SSGSS form• Super Saiyan transformations (1, 2, & 3)- Goku focuses his Ki into a Ki Point on his upper back which is is linked to primal anger, his blood vessels burn, and he becomes a Super Saiyan with golden hair and a golden aura. Super Saiyan 1 is 50x his base form, Super Saiyan 2 is 100x his base form, and Super Saiyan 3 is 400x his base form.• God Forms (Super Saiyan God & Super Saiyan God Super Saiyan / Super Saiyan Blue) - Goku turns his Mortal Ki into God Ki and becomes a Super Saiyan God (with red hair & eyes, and he slims down) with a fiery aura and is able to pour his God Ki into his wounds to heal. SSG's lowballed Multiplier is atleast 160,000x his base form. Super Saiyan God SSJ / Super Saiyan Blue is 10x stronger than SSG and he is able to combine it with Kaioken to reach even greater heights. Super Saiyan God SSJ/SSB's lowballed multiplier is 1,600,000x his base form.• Instant Transmission - Teleportation• Ki-Ai Blast - Goku fires an invisible blast by shouting (can also be fired from his eyes)• Ki Barrier - Goku can create a a forcefield or a barrier around himself to protect his body from poison or other attacks.• Telepathy - Goku is able to read minds, leave his body to train his spirit, and speak to others across dimensions telepathically• Telekinesis - Goku is able to use telekinesis to lift mountains and halt the movement of other beings/ other objectsHOW STRONG IS SUPERMAN PRIME ONE MILLION?Now, for the Last Son of Krypton! I'll be using the strongest version of Superman, Superman Prime One Million! This is Superman from the far future who has been inside the Sun for 15,000 years and his powers have been enhanced. He also has the last Green Lantern Ring.(Note, there is a massive amount of misinformation regarding Superman/Superman Prime One Million. He never got Godly powers from The Source, he has never been infinite or had limitless power, he doesn't have 5th Dimensional Imp Powers, he didn't create a Universe, etc)POWERS & ABILITIESSuperman has an extremely vast array of super powers such as:• Kryptonian Physiology• Super Strength• Super Speed• Super Durability• Solar Radiation Absorption (gains power from Yellow and even more from Blue)• Limited Shreearr Manipulation (Torquasm-Rao)• Limited Teleportation (Torquasm-Vo)• Transformation (Into versions of himself across parallel realities using Torquasm-Vo)• Extrasensory Perception (Torquasm-Vo)• Longevity• Godlike Endurance/Stamina• Super Hearing• Super Smell• Self-Sustenence• Super Breath• Ice Breath• Sonic Scream• Reality Warping Resistance• Matter Manipulation Resistance• Existence Erasure Resistance• Soul Manipulation Resistance• Telekinesis Resistance• Healing Factor• Heat Vision• X-Ray Vision• Incredible Intelligence and Brainpower• Energy Construct Creation (through Green Lantern Ring)• Willpower Based Energy Projection (through Green Lantern Ring)Superman Prime One Million has the exact same powers, but they are greatly enhanced due to him Sun-Dipping for 15,000 years.SPEEDSuperman is capable of incredible high speed movement in combat speed and travel speedSuperman's heat vision is fast enough to fly past the moon in seconds while he was on Earth, which is at bare minimum lightspeed (Source)Post-Crisis Superman is able to speed up his senses to match The Flash's reflexes. The Flash clearly isn't exerting himself as hard as he can, but he's still able to match his reflexes, which would apply to his combat speed.The Flash is capable of fighting at many times faster than the speed of light. An author statement on this feat confirms that when Superman focuses, he can perceive individual attoseconds, similar to how Goku's stats increase when he focuses.This is corroborated by the fact that Superman's speed was complimented by Flash and was stated to be faster than Lightray, who could circle Apokolips thousands of times in a short period of time. For reference, Apokolips is so large that Earth could barely displace a LAKE on it.When Superman-Prime (not Superman Prime One Million) fought Post-Crisis Superman and Pre-Crisis Superman, he was able to blitz Superman-Prime from Earth to Oa to Krypton, meaning he traveling at least billions of times faster than the speed of light, as each planet is VERY far apart.Near the end of the Post-Crisis run, Superman reacts to, catches, and performs a rolling scissors maneuver on Mandrakk's Reality-Blitzing Missiles. If we take the highballed calculation (Source) into account, this is both a combat & travel speed feat for Superman at 3,125,000,000,000,000,000,000x FTLOverall, normal Superman's speed varies greatly by writers but his highest speed is usually around tens of billions of times faster than the speed of light and his final & greatest speed feat places him at over three sextillion times faster than light.Superman Prime One Million however is much stronger, faster, and more durable. I would estimate that he is at least hundreds of sextillions of times faster than the speed of light as he is above Post-Crisis Superman & is stated to be able to circumnavigate the universe. Although we aren't given a time frame, I will assume this statement means he can travel across the universe in seconds, meaning he is sextillions of times faster than light, consistent with his greatest showing in his base.STRENGTH AND DURABILITYSuperman is known for his strength, and rightfully so, he is known as one of the most powerful superheroes.His casual punches can split moons, and his stronger punches can shatter planets. Once, even while weakened by Kryptonite he was nearly powerful enough to smack the Moon out of Oribit.Superman has casually destroyed entire planets by flying at incredible speeds straight through them. In this case, he destroyed a replica planet within the Void of the Galactic Golem.Superman and Darkseid's battle was so powerful that it shook our entire Solar System, which is nigh Solar System level energy output due to the fact that to rattle the Solar System, their energy must atleast reach the Oort Cloud which is outside of the Solar System. Superman shook entire moons, planets, and a star with his strength alone. This doubles as speed feat, as the shockwaves from Superman's attacks crossed many light years in seconds.Superman's heat vision is powerful enough to create miniature, localized supernovas and slaughter an army of Doomsday clones (not as strong as the normal Doomsday) at his full power.As for durability, Superman lives up his title, Man of Steel.Superman survived being slammed by a magical artifact, the Claw of Horus, which was the equivalent force of being hit by an entire planet and was fine afterwards. sourceClark has survived Supernovas (although indirectly, not at point blank) before, and has survived Star / Solar System level attacks multiple times)In this instance, Superman survives attacks from a full power Void Hound, which during a test run, obliterated ten star systems. This is easily a Multi-Solar System level feat.Superman was also capable of tanking and absorbing enough anti-sunlight to destroy half a galaxy, which is a multi-solar system level feat.Superman also survived a Cosmic Radiation Storm which "twists and transforms on an atomic level, everything that it touches", which is a durability and matter manipulation resistance feat.Superman is also immune to some forms of telekinetic abilities due to his "Super-Cell Structure" (Source) Note that this is New 52 Superman however I'll include it due to the N52 & Post Crisis Supermen assimilating into one, Rebirth Superman.Superman Prime One Million however, is much stronger and more durable. He is atleast Multi-Galactic in Strength and Durability as he was incapable of stopping a collapsing universe, but saved Atom.Because of this, Superman Prime One Million is atleast Galaxy/Multi-Galaxy Level in strength and durability while normal Superman is Star to Multi-Solar System level in strength and durability.SKILLSuperman is consistently an untrained combatant. He's more of a brawler and relies heavily on his super strength to win his battles, however he knows some martial arts as well.He has had training from Batman and Wonder Woman to improve his skill, and has done some training on his own (Source). Superman knows two forms of Kryptonian Martial Arts, Torquasm-Rao and Torquasm-Vo. (Note, Superman VERY rarely uses these martial arts and it seems that he "forgets" them in most situations in which they would be incredibly useful)Torquasm-Vo was used by legendary Kryptonian Warriors in the past and allows Superman to enter a "hyper-calm and hyper-alert state of consciousness" and it allows him to protect his mind from mental attacks from beings such as Dominus (Source), perceive psychic energies (Source), teleport himself and his opponent to a dimension in which reality warping is nigh impossible (Source), and transform into parallel versions of himself, although it's unclear if he gains the power of his parallel selves and only transformed into two of his parallel selves (Source)Torquasm-Rao allows the practitioner to open up the body's meridians and let Shreear (the life-force of the universe) flow through their body and cleanse toxins and impurities from the body (Source), Astral Projection (Source)He was also able to defeat another Kryptonian using pressure points.He is extremely skilled with his powers, such as Heat Vision, as he is deft enough to target and burn individual sections of the brain as seen here when he lobotomized Manchester Black. It even works on a molecular level as stated by Superman himself. In one instance, Superman was able to destroyGhosts Robots with it. It's also stated in the prior scan that Superman's heat vision:"excited the atomic structure of the Ghost Robot until it could no longer hold together. It's structural memory disintegrated to Pure Plasma!"He is also capable of maintaining relativistic speeds (below lightspeed) to increase his mass exponentially to use the Infinite Mass Punch, a technique which (when used by the Flash) was capable of destroying stars. Keep in mind that Superman is much physically stronger than most incarnations of Flash.Superman is also capable of phasing through objects, energy people in the same manner as the Flash, to ignore durability, however this would have less effect on someone with stronger atoms, or someone who is much faster.WHO WOULD WIN?SUPERMAN'S STATSPOST-CRISIS SUPERMANATTACK POTENCY: STAR TO MULTI-SOLAR SYSTEM LEVELDURABILITY: STAR TO MULTI SOLAR SYSTEM LEVELSPEED: SEXTILLIONS OF TIMES FTLSUPERMAN PRIME ONE MILLIONATTACK POTENCY: GALAXY/MULTI-GALACTICDURABILITY: GALAXY/MULTI-GALACTICSPEED: HUNDREDS OF SEXTILLIONS TIMES FTLSON GOKŪ'S STATSSAIYAN BEYOND GOD GOKUATTACK POTENCY: MULTI-UNIVERSALDURABILITY: MULTI-UNIVERSALSPEED: OCTILLIONS OF TIMES FTLSUPER SAIYAN GOD SUPER SAIYAN SON GOKŪATTACK POTENCY: MULTIVERSALDURABILITY: MULTIVERSALSPEED: DECILLIONS OF TIMES FTL

The data science role has declined for three straight years now.When it declines in 2020, it will be the fourth year the role declines in the real-world.Data science is dead. Read this for a wake up call.So, the real question is… how do I become a machine learning engineer?Firstly, ignore just about every one of the comments here.Math is the single most OVERRATED SKILL for those in the applied space.Machine learning is PROGRAMMING.Here are a few real-world interview questions. None of them are math related.Here’s a pic of the end to end ML pipeline.If you can’t walk into an interview and work through the end to end process most companies won’t be paying you the big coin associated with this field.It’s only 4 boxes, looks easy but not so much. Here’s what you’ll need to be able to do.Sit with the business types to define the problem.Ensure you have the data for their problem.Source the data. Have the SQL skills to create the code to be able to pull it from relational databases. If you can’t craft multi-table joins then we pass on you. We… and most companies… now require 3–5 years real-world SQL experience.Wrangle and cleanse data. Again, heavy data experience required. Additionally, you’ll need to know the stats and the “why” to cleansing your data. For example, why is a normal distribution important? If the data is not normally distributed, what can you do? New to data wrangling?We build our models in GCP and AWS so basic cloud skills are required.Be able to choose a model type then build and tune that model. If most real world models are supervised (and they are), what modeling approach might you choose and why? Again, if you don’t know that almost all the structured dataset competitions are dominated by gradient boosters then that’s a problem. Note: Stay away from deep learning for now. Most real world modeling is done on structured data, another class of models called gradient boosters works much better than ANNs. Almost all my work is on structured datasets. We only use gradient boosters.Work with front end types or author the front end code to call your model. Your model is useless if it’s not being consumed.Monitor the performance of your models.You get the idea.So, how do you get started?You need to gain real-world experience working with data. Get a job working with SQL now.Learn Python and the core ML libraries.Be able to work the end to end ML pipeline.Learn applied stats.Set realistic expectations. If you are new with no IT background you are looking at 8 years before you are in a real-world job.Because a voracious learner of all things applied machine learning.Enter a Kaggle and score high. Be able to explain how you scored this well in great technical detail.Good luck.When you’re ready to learn real-world machine learning…

First, I’d suggest you understand the different roles.A data analyst is not a data scientist. < No, really, please read that again.Next, Read this. Wait, before you do that here’s a course for you on data wrangling. It’s free for the next three days. Most applied machine learning is data wrangling.Currently, there are ONLY three top tier roles within the data science space:data scientist (this role is dead)machine learning engineerdata engineerThe most famous of these roles in the data scientist. The data scientist role has academic origins; thus, many data scientists have solid math and statistics skills, and many will have advanced degrees. They have business acumen and analytical skills as well as the ability to mine, clean, and present data.The second role is the machine learning engineer. Machine learning engineers use programming languages to work through the machine learning process. The default language for working with data in the applied space is SQL and it’s often one of the top skills companies look for in their machine learning engineers. Machine learning engineers build models that make predictions. Two programming languages used often in the applied space are Python and R. Machine learning engineers will often be responsible for performance, optimization and aiding in deploying the final model to production.The third role is that of the data engineer. Data engineers manage large amounts of changing data in varying formats. Most companies have structured data, like data housed in relational databases and unstructured data, like text files sitting on a file system. The data engineer focuses on the development, deployment, management, and optimization of data pipelines and infrastructure. Data engineers are concerned with the production readiness of data and all that comes with it: formats, scaling, resilience and security. From a skills perspective, data engineers will be familiar with operating systems, SQL, Big Data technologies, storage systems and data ingestion tools. They are often the company’s data stewards.There is one role that’s often confused with the data scientist and that is the role of the data analysts. In the applied space, a data analyst is someone who uses SQL or other third-party tools to create reports. Often, this role sits outside of information technology. The scope of technical skills required to be a data analyst isn’t the same as those required for data science, machine learning or data engineering.So, let’s start with the machine learning engineering job because I think that’s what you are after.If you can’t walk into an interview and work through the end to end process most companies won’t be paying you the big coin associated with this field.Here’s what a real world job looks like and what you’ll be expected to do.Sit with the business types to define the problem.Ensure you have the data for their problem.Source the data. Have the SQL skills to create the code to be able to pull it from relational databases. If you can’t craft multi-table joins then we pass on you. We… and most companies… now require 3–5 years real-world SQL experience.Wrangle and cleanse data. Again, heavy data experience required. Additionally, you’ll need to know the stats and the “why” to cleansing your data. For example, why is a normal distribution important? If the data is not normally distributed, what can you do?We build our models in GCP and AWS so basic cloud skills are required.Be able to choose a model type then build and tune that model. If most real world models are supervised (and they are), what modeling approach might you choose and why? Again, if you don’t know that almost all the structured dataset competitions are dominated by gradient boosters then that’s a problem. Note: Stay away from deep learning for now. Most real world modeling is done on structured data, another class of models called gradient boosters works much better than ANNs. Almost all my work is on structured datasets. We only use gradient boosters.Work with front end types or author the front end code to call your model. Your model is useless if it’s not being consumed.Monitor the performance of your models.You get the idea.You’ll need to become a voracious consumer of all things machine learning but if you can apply some ultra-learning techniques you can do it in a year.Note, this advice is only good for those working in the applied space with heavy data or programming experience.For the data analyst, all you need to know is SQL. The data analyst is a great entry level role for anyone new to this space.