#ML engineer
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The Role of Machine Learning Engineer: Combining Technology and Artificial Intelligence
Artificial intelligence has transformed our daily lives in a greater way than we can’t imagine over the past year, Impacting how we work, communicate, and solve problems. Today, Artificial intelligence furiously drives the world in all sectors from daily life to the healthcare industry. In this blog we will learn how machine learning engineer build systems that learn from data and get better over time, playing a huge part in the development of artificial intelligence (AI). Artificial intelligence is an important field, making it more innovative in every industry. In the blog, we will look career in Machine learning in the field of engineering.
What is Machine Learning Engineering?
Machine Learning engineer is a specialist who designs and builds AI models to make complex challenges easy. The role in this field merges data science and software engineering making both fields important in this field. The main role of a Machine learning engineer is to build and design software that can automate AI models. The demand for this field has grown in recent years. As Artificial intelligence is a driving force in our daily needs, it become important to run the AI in a clear and automated way.
A machine learning engineer creates systems that help computers to learn and make decisions, similar to human tasks like recognizing voices, identifying images, or predicting results. Not similar to regular programming, which follows strict rules, machine learning focuses on teaching computers to find patterns in data and improve their predictions over time.
Responsibility of a Machine Learning Engineer:
Collecting and Preparing Data
Machine learning needs a lot of data to work well. These engineers spend a lot of time finding and organizing data. That means looking for useful data sources and fixing any missing information. Good data preparation is essential because it sets the foundation for building successful models.
Building and Training Models
The main task of Machine learning engineer is creating models that learn from data. Using tools like TensorFlow, PyTorch, and many more, they build proper algorithms for specific tasks. Training a model is challenging and requires careful adjustments and monitoring to ensure it’s accurate and useful.
Checking Model Performance
When a model is trained, then it is important to check how well it works. Machine learning engineers use scores like accuracy to see model performance. They usually test the model with separate data to see how it performs in real-world situations and make improvements as needed.
Arranging and Maintaining the Model
After testing, ML engineers put the model into action so it can work with real-time data. They monitor the model to make sure it stays accurate over time, as data can change and affect results. Regular updates help keep the model effective.
Working with Other Teams
ML engineers often work closely with data scientists, software engineers, and experts in the field. This teamwork ensures that the machine learning solution fits the business goals and integrates smoothly with other systems.
Important skill that should have to become Machine Learning Engineer:
Programming Languages
Python and R are popular options in machine learning, also other languages like Java or C++ can also help, especially for projects needing high performance.
Data Handling and Processing
Working with large datasets is necessary in Machine Learning. ML engineers should know how to use SQL and other database tools and be skilled in preparing and cleaning data before using it in models.
Machine Learning Structure
ML engineers need to know structure like TensorFlow, Keras, PyTorch, and sci-kit-learn. Each of these tools has unique strengths for building and training models, so choosing the right one depends on the project.
Mathematics and Statistics
A strong background in math, including calculus, linear algebra, probability, and statistics, helps ML engineers understand how algorithms work and make accurate predictions.
Why to become a Machine Learning engineer?
A career as a machine learning engineer is both challenging and creative, allowing you to work with the latest technology. This field is always changing, with new tools and ideas coming up every year. If you like to enjoy solving complex problems and want to make a real impact, ML engineering offers an exciting path.
Conclusion
Machine learning engineer plays an important role in AI and data science, turning data into useful insights and creating systems that learn on their own. This career is great for people who love technology, enjoy learning, and want to make a difference in their lives. With many opportunities and uses, Artificial intelligence is a growing field that promises exciting innovations that will shape our future. Artificial Intelligence is changing the world and we should also keep updated our knowledge in this field, Read AI related latest blogs here.
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MLOps Courses: Prepare Now For The Future
Comprehensive Methodology: Courses at Aitech.Studio offer a comprehensive methodology merging MLOps components with AI optimizations for deploying high-performance and scalable solutions2.
Practical Examples: Enrollees learn through practical examples, covering aspects from model registries to data versioning, and utilizing AI tools like model compression and Intel®-optimized frameworks2.
Strategic Software and Hardware Optimizations: The courses emphasize how strategic software and hardware optimizations enhance the machine learning lifecycle, maximizing ROI and ensuring top-notch AI system quality2.
Intel® Developer Cloud Exploration: Learners can explore an intermediate-level exploration of MLOps using the latest Intel® hardware and software in the Intel® Developer Cloud, enhancing their understanding of hardware optimizations2.
Industry-Recognized Certificates: Completing courses at Aitech.Studio allows learners to earn industry-recognized certificates, validating their proficiency in deploying machine learning models seamlessly and empowering their career growth2.
Empowering Proficiency: The meticulously designed courses at Aitech.Studio empower learners through comprehensive modules, hands-on projects, and expert guidance, ensuring a deep understanding of MLOps principles and practices2.
Focus on Scalability and Precision: The courses focus on crafting scalable, seamless ML systems, ensuring precision and resilience in predictive modeling, essential for success in the dynamic field of MLOps.
https://aitech.studio/aih/aic/mlops-courses/
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Artificial Intelligence Engineering: Building Intelligent Systems | Coders
Looking to build intelligent systems using Artificial Intelligence? Our AI engineering course provides you with the essential concepts and techniques to build intelligent systems that solve complex problems. From understanding the fundamentals of machine learning and neural networks to natural language processing and computer vision, our course covers everything you need to know. Join Coders today and learn how to build intelligent systems that can revolutionize your industry. Read More-: artificial intelligence engineering
#machine learning#deep learning#reinforcement learning#unsupervised learning#machine learning algorithms#machine learning engineer#machine learning models#ml engineer#artificial intelligence engineering#ai learning#machine learning experts
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I asked Google "who ruined Google" and they replied honestly using their AI, which is now forced on all of us. It's too funny not to share!
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Machine learning is about teaching computers to learn patterns by looking at examples in data, so they could recognize those patterns and apply them to new things. Machine learning engineers achieve this by building models from data and training those models to make certain predictions. In this way, they bring additional value to the business or a product. Watch this video to know details.
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Hi hello,
Recently I've been wanting to indulge in some of my guilty pleasures, and therefore, I come to you, my liege.
Do you have any bl recommendations with a particularly jealous ml?
Jealousy!!!!
Oooo. Well it's in all of them but boy do the Thai pulps love it. But I'm only pulling from stuff I rated above 7/10 otherwise we be here all night. Putting aside all rumbles of toxicity, let's do this thing!
BLs with a particularly jealous ml (seme)
Jun and Jun
Dark Blue Kiss
Meet You At the Blossom
Star in My Mind
My Engineer
Nitiman
En of Love: Love Mechanics
Love Mechanics
He's Just Crazy Possessive
There's a lot of "mine" glaring
Cosmetic Playlover
Lovely Writer
Minato's Laundromat
My Personal Weatherman
Old Fashion Cupcake
Oxygen
2gether
Addicted
Cutie Pie
Hidden Agenda
HIStory Obsessed
Future
BLs where jealousy acts as a major plot point/narrative driver:
Happy Ending Romance (just not that kind of jealousy)
La Pluie
Love is Science? (BL sides)
Love Tractor
Happy Merry Ending
HIStory 3: Trapped
Love is Better the Second Time Around
Mr Cinderella
TharnType
The Tasty Florida
Why R U? (Thai)
At 25:00, in Alaska
Big Dragon
Love Sick
Individual Circumstances
Make it Right
The Love Triangle Approach
Light On Me
The Rebound
Behind Cut
Oh! Boarding House
Tinted With You
I don't know what's actually going on but jealousy seems to be part of it
My Stand-In
Dangerous Romance
Naughty Babe
Plus and Minus
Vice Versa
What Zabb Man!
Enchanté
All the 2 Moonss and Gen Ys
#BLs with a particularly jealous ml#korean bl#thai bl#japanese bl#taiwanese bl#vietnamese bl#Jun and Jun#Dark Blue Kiss#Meet You At the Blossom#Star in My Mind#My Engineer#Nitiman#En of Love: Love Mechanics#Love Mechanics
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wanted to work on the khux fight animation but didn't wanna animate, so... rough Player model sheet! a good time as any to get the rest of the colors down lmaoo
#“model sheet” as if i didn't reverse engineer it from the shots i've had drawn already#planning ahead is Not my forte sksdgkdsg#i could've used talos but I decided pretty early on that I wanted to use as default a player design as possible#since that's how they're most typically depicted in a broader sense#ala the hey doctor doctor animatic using the default ML player#wanted to use aspects from both the gendered defaults for this as well (male's outfit; female's hair)!#fun tip for anyone who's read this far! if you're trying to draw a character from a 180 back view ala this post#duplicate the front facing pose#flip it horizontally#and erase all the lines except the ones on the outline#it gives you a great basis for drawing the backside while keeping the proportions intact#kh player#my art
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HELP WANTED: HAS AI MADE YOUR SERVICES WORSE
Hey folks Im writing an article about the current AI (ML) boom and I'm looking for screencaps from the last few months that you feel like show A) a pronounced decrease in the quality of the service and B) you believe that pronounced decrease to be because of AI
I'm talking terrible google results, grammarly giving bizarre recommendations, anything like that.
if you want your blog sourced i can do that too!
#ml stuff#work stuff#the current title is your ml optimism is going to kill someone#i'm a machine learning engineer#kill me
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bitter sweet is really gonna be reuniting the whole My Engineer cast im so excited
#sad we didnt get a season two tho#bl drama#bitter sweet#perth nakhun#perth ml#cherry magic#my engineer#cooperpoy#lay talay#thai series
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I see there's a new post on AO3 on AI and data scraping, the contents of which I would describe as a real mixed bag, and the sheer number of comments on it is activating my self-preservation instincts too much for me to subject myself to reading through them. Instead I'm thinking about how much daylight there is between does or doesn't constitute a TOS violation and what does or doesn't violate community norms, and how AO3 finally rolled out that blocking and muting feature recently, and how I think it would be good, actually, if most people's immediate reaction to seeing a work that announces itself as being the product of generative AI was to mute the user who posted it.
That's my reaction, anyway!
#ao3#christ i'm annoyed by so many people lately#i feel the same way about people posting “fic” they generated from a chat-gpt prompt as i would if they posted their google search results#is crafting a good prompt or query a skill? yeah#is it creative work? no#is there a difference between a human being creating based on existing art and a fancy predictive engine spitting out rearrangements?#absolutely#and that's not even getting into the problems with the ml datasets behind the fancy predictive engines#and the way this tech is already being used to decimate creative industries because capitalism privileges the shitty and cheap#or the way companies already generate shitty machine translations and try to pay translators next to nothing to ��improve” them#which is typically much more work than starting from scratch#or just run with the shitty machine translation as is because they don't give a fuck if it's useless and confusing to users#anyway i'm real fucking grumpy#please stop trying to automate art and start automating the shit that gets in the way of humans having the time and resources to make art
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hi i have been inactive for a while due to the chk chk boom. hope you understand.
#HI HELLO BESTIES I WISH I COULD UPDATE YOU GUYS BUT I HAVE BEEN SUPER BUSY AND CONSUMED BY THE HORRORS™#basically im moving out the country in like four days so packing has been a whole ordeal#not to mention i'm procrastinating feeling my feelings#my three month gre prep plan turned into a one week prep reality T-T my unofficial score is 321 out of 340 which is... idrk#i was in the middle of a lot of things and given the level of time and energy i was able to commit amidst the chaos... it's not too bad.#OH ALSO i got done with the round one registration for my courses today and it was a MESS#(technically only the in-dept courses were due today. the ones from the other depts were due 17th. either way. the website was being cruel)#oh and as for out-dept courses it's a different procedure but I managed to get Intro to ML! absolutely insane given my meager coding skills#as well as my shaky understanding of engineering calculus. in other words welcome back my arch nemesis slash lover miss mathematics#oh and! all my friends are also moving away which basically means the past week has been meeting my besties and trying not to cry#i've been reading a bit as well! i read assistant to the villain and it was simply the cutest book ever i need the sequel SO BAD#OH AND GOSE IS BACK so that's been fun#so yeah that's what's up#i really wished i had more time to update on here I had a really cool idea for this week but i've been too exhausted sighhh#hope you guys have been doing well also please feel free to text or tag me on posts i might not be able to reply but i love reading updates#sending lots of hugs and chocolates to all my beloveds <3#oh oh also please go check out skz's comeback it's so good!#okay it's like 12:26am now ima go sleep now gnight byeeee#megumi in the tags#megumi.fm
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hey do you think you could whip me up a little robot guy to flip over all the puzzle pieces to be right side up? I feel like that would really enhance my jigsaw puzzle experience. should probably only take a day or two right?
tbh this sounds pretty doable if you're willing to use a jigsaw puzzle table of a very consistent color and jigsaw pieces with undersides of a very consistent color and a consistent lighting setup and a robot arm with a vacuum gripper, and you stay out of the room until it's done... ACTUALLY hang on puzzle pieces are usually shiny on the top and matte on the bottom so i can just shine a bright light from the top down and ignore all the reflective pieces with color segmentation. and build a custom table that'll jiggle around until all the pieces are flat and not on top of each other, because i do NOT have a depth camera lying around with fine enough resolution to tell stacked and unstacked pieces apart. but assuming all that works out the actual grasp poses are really straightforward!
okay i got this give me an ikea table i can hack apart, some beefy fucking vibrating motors, a dozen jigsaw puzzles you don't mind getting mangled in testing, a robot arm with a vacuum gripper, and six months 👍
also the arm will cost $30k ^_^
#in v2 if you give me an intern to do the dataset labeling i'll train a ML model to segment images of puzzle pieces in a disorderly pile#and then MAYBE we can get rid of the jiggly table#if all the pieces are flat you dont actually need a 6DOF arm you can use linear rails for everything#but im assuming we'd like to be able to get rid of the jiggly table eventually#OOH. OR A SCARA ARM WOULD BE GOOD#although i'll need a mechanical engineer to help me attach a downward facing vacuum gripper#because left to my own devices it IS going to be duct tape and hot glue#the trashcan speaks#professional robot torturer
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working in tech w/ non-tech people is really like 'you know how to do this right' and its an entirely different field/set of skills.
#IM NOT A DATA ENGINEER IM NOT AN ML ENGINEER IM A DATA SCIENTIST RAAAAAAAH#'just bring in the model' well i'd love to but u see the error i get says#that our cluster config is on NCCL compute cap 7.5... and we need 8#but when i look on AWS it says we're using a fkn A10G GPU which is supposed to have 8.6 so unless i can pry open the AWS servers#with my bare hands chief theres really nothing i can do#it is NOT my job to set up a working environment and if you give me that responsibility congrats it'll take 4 months#AND I CANT EVEN CHANGE THINGS AROUND BECAUSE IM LOCKED OUT OF HALF THE SETTINGSSSSSS#like love and light this pipeline is NEVER going to be made.
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seo is drinking vinegar for the early parts of the story because this man will NOT give a fuck once the plot kicks in
it's the payoff of that slowburn build
i happen to be onto that particular flavor of "mc falls in love first and smashes his face to the ground BUT he picks himself back up
then the ML falls second and smashes his face to the ground BUT the MC helps him up
cue ML seeing MC in a new light
cue MC doing some john wick shit
it looks like some classic university drama now and i dont know how we're going to escalate to the action bits but i have a vision and idgaf how to get there
(coming soon on tapas/some writing platform idk but SOMEWHERE on 2025)
#cari's writing#writing community#writers on tumblr#writing process#writeblr#writing#wip#behind the scenes: new novel!!!#this time we got professors with very questionable pasts#and students with very questionable future lol#creative writing#yes my mc is named after a fucking search optimization engine#and the ml is named after a month#SO
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I finally watched The Creator and holy shit why didn’t any of you tell me it was going to be that beautiful
#this movie was literally made for me#i’m a ml engineer#I research tech comms & censorship in asia and la#vietnamese language vietnamese people!!!! Thaii!! nepalese!! desi!!!#*cries* god i love being asian#Asians banding together to kill colonizing Americans ilysm#gareth edwards forever the movie maker of all time#we are going to gif the shit out of this#once I find out how to#the creator#this is the dream science fiction was made for#science fiction is not for taking from other cultures and putting white westerners in its place even when that's how it's been.#it's for telling a grave and distant future that is not so distant to deliberately expand your view of how the world works#INCLUDING outside the west and the united states#reclaiming the genre to the very culture that inspired it#And by not only showing the overpillaged overcolonized overpoached focus on southeast asia but also all of asia as a united front.#Imperialism is supported by xenophobia and racism so how else do you tell that story without casting nonwhite races & diverse nationalities#the movie said you just fucking can't!#and its apparently not even that hard with the film coming in at $80M to make (blue beetle cost $104M for comparison that's insane)#and to say 'American' so clearly and so many times oh is so *chefs kiss*#there's flaws but idgaf because they are insignificant compared to the story and themes that are so clearly and respectfully carried out#It's completely okay if you didn't know anything about southeast asia or asia in general#but when watching the movie don't you just understand that imperialism war violence are inherent evils#NOT because (a) other cultures are nice to look at and you can borrow it like through clothes dances food songs religion#(b) that we are pretty advanced and such intelligence shouldn't go to waste and perhaps be put to work#or (c) any other rationalized benefit for imperialists to put a price on a people or life#but by the simple fact that people are human and are hurting#and that the elusive concept of a soul and where we go when we die exist for everyone along with fears emotions and meaning surrounding it#it's about how we must protect these differences in meaning /because/ we are all the same
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currently feeling that "binge watching day in the life of a japanese worker videos" depression tonight
#i know that these are a) glamorized b) cherry-picked and c) sometimes borderline dishonest#but#ohhhh to be a small business owner operating in a small community#ohhhhhh to live in japan#there's no way i'd survive a day as an expat anywhere but it's straight up impossible to make a living as any fun career in america#america is only good if your goal in life is to make 6 figures and you enjoy serving big tech as an ML engineer for faang#i gotta get out of here somehow LOL
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