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Yu Yang Profile
Yu Yang

@Yang_ML_Estate

844
Followers
395
Following
129
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1,004
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PhD, PE, PMP. Prev water engineer, currently data scientist. Interested in LLM, AI, Webapp. Side Hustle = Real Estate. Opinions = mine.

North Carolina, USA
Joined November 2023
Don't wanna be here? Send us removal request.
Pinned Tweet
@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
21 days
A quick self introduction . Thank you very much for all followers. Please allow me to introduce myself to new friends. My name is Yu Yang, born in a small village where is close to Panda’s hometown (South west of China) - Sichuan. It’s also famous for spicy food . My parents
@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
Career Change at the Age of 40: Became a Data Scientist from a Water Engineer Is it too late to change your career at the age of late 30s? When I asked myself this question when I turned into 38, the answer was simple on paper. Life is short and you should always follow your
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
@imwsl90 去年40岁，刚转行成功全职干Data Scientist. We can still learn new stuffs everyday! 🚀🚀
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
@imabearhunter No joke here. North Korea had a history of printing high-quality US dollars. “The U.S. Secret Service estimates that North Korea has produced $45 million in superdollars since 1989.” From Wikipedia
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
I am looking to #connect with more people in tech and real estate. If you are interested in: •Web Design •Full Stack Developer •Machine Learning •Web Development •Data Science •Real Estate Investment …. Drop a Hi, let's connect! 1000 solid connections.🎯|
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
@real_kai42 我一般推荐Coursera这门课。 Coursera: Python for Eeverybody Specialization by Dr. Charles Russell Severance This course is excellent for beginners like myself who have no prior experience with Python. It’s relatively easy to follow, and you can gain strong confidence after
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
@svpino Like PyTorch a lot. Easy to use and flexible. Recently we proved that the model trained on Arm GPU from a MacBook can be directly used with AMD64 platform with Nvidia GPU.
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
6 months
@netflix Summer is coming! Time to hydrate ourselves now 😎😎
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
6 months
@netflix Thank you very much @netflix ! When I was in high school, I had read a lot of Sci-if novels written by the author of “ the Three Body Problem” - Cixin Liu. The wild imagination beyond physic boundaries from his novels gave me a lot of inspirations, during the journey of
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
6 months
@netflix Bedtime stories always teach us about the nature of lies…
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
Career Change at the Age of 40: Became a Data Scientist from a Water Engineer Is it too late to change your career at the age of late 30s? When I asked myself this question when I turned into 38, the answer was simple on paper. Life is short and you should always follow your
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
@MiaBleem 如果是在美国， the wife will have 50% of value of the house … easy win case
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
@KUI__YANG 我是38岁开始一边全职上班，一边业余时间学编程。去年40岁转行成功，找到了Data Scientist的工作。 It’s OK to act like a fool in a new area!
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
6 months
@leo_szac Because of inflation, millionaires may not be as impressive as used to be… a lot of friends becoming millionaires through working in big tech. For billionaires, there is no way to achieve it by a 9-5.
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
@levelsio I have a close friend who was originally from South Korea. We had a lot of conversations on it. I personally admire their history in fighting against dictatorship since 1960s. However, the over competitive culture and monopolistic giant companies became new challenges for them.
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
@aalsi_neha Hi, data scientist/machine learning engineer here
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
Just hit one year mark as a senior data scientist this month! Now I can introduce myself as: 41 years old dude with great passion in AI/ML, with one year full-time coding experience now🤣🤣
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
@spence_freeruns Freedom to do work anywhere?
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
@AnitaBestln Let’s connect!
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
@imgyf Totally agree. The take-home assignment is just too much for a job interview. Heard that a few ill intended companies even tried to steal solutions from candidates through home assignment.
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
If there is a heat map showing FOMO, California might be the hottest state …
@mytechceoo
Jason
@mytechceoo
1 year
ChatGPT wrappers when OpenAI is down..
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
@KunikaValecha let’s connect 🤝🚀
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
@TheJackForge Just reminds me the assemble line of iPhone from the factory of Foxconn 🤣🤣 What’s the difference? We assemble all codes/API/library for a software product ? They assemble all parts for iPhone ?
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
How Many Indie Hackers Make more than $6,659 per month in the US? I have not found any data yet. So let’s use the salary of a web developer as the baseline. Here’s a histogram showing the distribution of salaries for web developers, with the median value highlighted at $79,916
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
Google is shutting down Google Pay App starting June 4, 2024. Notify your tenants, partners, friends if they are using it now. #GooglePay #Google
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
@cognition_labs I just changed my career from a water engineer to a data scientist last year. Do I need to go back to the field of environmental engineering?
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
@johnrushx Because a lot of people use X (twitter) to kill the time on potty. Your valuable posts are just beyond the level of entertainment, with serous thoughts and distilled experiences. You have a lot of professional followers, I bet. So far, I consider your tweets as one of most
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
@kizunanyc Well said. Remember our intentions during the journey of creation
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
@lucy_guo @bondcap @moodrowghani Congrats! Hard work got paid off!
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
@timilehin_dev I remember one demo on stage. Engineers from Microsoft got stuck and finally decided to switch to chrome
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
9 months
Stories I heard : How to Get Bankrupt Quickly in Real Estate? It often comes from over leverage, growing too fast , with no adequate reserve….( and bad luck 🤪🤪
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
@DrJimFan Open Apple 🍎 V. S. ClosedAI
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
@timilehin_dev Chrome for sure
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
Do you agree? “ A Philosophy of Software Design” For programmers == “The Elements of Style” For Writers
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
I just want to get a bot which can do house work 🧹 🧑‍🍳 🧺
@DrJimFan
Jim Fan
@DrJimFan
8 months
Atlas @BostonDynamics is finally doing tasks that are actually useful!! I'm much more excited by this than parkour and backflips in the past. From the first person view, it looks like Atlas is estimating the pose of the object and its own hands (with a digital twin overlay),
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
@Clary_aiaiai Build 🤝🤝🚀🚀
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
Don’t be scared to learn programming even you are in your 30s-40s. Algorithms are just steps to operation , and functions are like standard operation procedures. If you have made SOP before, you already step a foot in programming!
@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
Just hit one year mark as a senior data scientist this month! Now I can introduce myself as: 41 years old dude with great passion in AI/ML, with one year full-time coding experience now🤣🤣
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
Pretty Cool!
@CongWei1230
Cong Wei
@CongWei1230
7 months
Checkout our AnyV2V: A Plug-and-Play Framework For Any Video-to-Video Editing Tasks - Website: - Code: - ArXiv: - Huggingface Paper Page:
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
9 months
@OngDevLab Amazon for me..
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
9 months
This is awesome! I will give it a try following your methodology.
@rodrigon
Rodrigo
@rodrigon
9 months
I've been creating an AI-powered comic, and here's the kicker - it's not just any comic. I've managed to pull off something awesome: consistent, distinct characters, all crafted by AI. This isn't just a story, it's a breakthrough in AI comics!
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
This is freaking awesome…Everyone could be a film director for one minute now?
@sama
Sam Altman
@sama
8 months
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
@anothercohen Haha, that’s typical from PM
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
Still remember the most beautiful sentence in Physics from Mr. Feynman: “A poet once said, “The whole universe is in a glass of wine.” … But it is true that if we look at a glass of wine closely enough we see the entire universe.”
@PhysInHistory
Physics In History
@PhysInHistory
8 months
The Feynman Lectures on Physics, the most popular physics book ever written, are completely online. Read it here: Volume 1: Volume 2: Volume 3:
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
@gaoyu200812 生日快乐！ Happy Birthday!
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
No kidding. In China, a lot of employers do ask if you are planning to have kids or not during job interviews 😅😅 The founder of Alibaba Jack Ma once said “ you are only blessed to find a job which requires you working 9 am to 9 pm , six days a week (996)”😅😅 I guess that
@mytechceoo
Jason
@mytechceoo
7 months
Why all my employees are in San Francisco..
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
6 months
@TheJackForge My favorite show “Silicon Valley”. Also loves his talk show a lot
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
@johnrushx Very inspiring stories! Cannot agree more that hard working is absolutely needed for success if you are not born with a silver spoon. Just resonated with my past experiences working in harvesting corns with bare hands. The farmer's life was tough in the remote country side of
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
My Kong Fu Dream- Part 1 I had a Kong fu dream long times ago, after watching a lot of Hong Kong movies. However, I had not started to learn martial arts till studying at the University of Missouri for my PhD. One of my lab mate had the black belt in Taekwondo. Maybe being
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
6 months
Just found a magazine while waiting for oil change on my car. Sam Bankman-Fried was on the cover of Fortune in 2022. He was still called “ white knight “ at the time🤣🤣
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
Just reviewed my book for the third time《唐诗遇见AI》 “100 Poems from Tang Dynasty with AI Generated Images and Translations” . It almost consumed me 151 hours in the past 10 months, including the time to learn chatGPT API, Stable Diffusion, and Photopea. This could be one of
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
6 months
@GrulkeLamonte What is the issue here? Would you mind sharing a little more thoughts?
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
@MaverickAlbert5 It’s a super competitive market in the US. It’s better to have some certificates, as well as project experiences. This year even a lot of graduates from decent universities could not land a job, with internship experiences…
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
My first tweet with about 90 likes and 54 K views. It was written within 1 minute. It got much higher views than other tweets with hours work in data science or real estate. Not surprising though…
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
@lsymichael Try this course. The missing semester of your cs education from MIT.
The Missing Semester of Your CS Education
missing.csail.mit.edu
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
6 months
@maybe_riya @iam_bhuvan_ This is classic! Always asking a question for a friend 😄😄
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
@sudo_aditya Let’s connect
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
9 months
@jandreini1 Such an amazing business case! The key might be to obtain approval from the city or town for changing the land use type? A strong confidence on it might lead to the decision in 2021
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
@SinaiLawFirm This is against free market, which would ultimately reduce supply end of renting market
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
@Clary_aiaiai Haha, I like the phrase “ 9-to-5 Warrior” . It makes me feel better
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
6 months
@Jilong123456 @SynthMind_AI SEO is interesting to me. This is still one of the best approaches to gain potential customers, which is still a task of hand craft. We need an AI tool to address the challenge.
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
Just wondering if there is an invisible rope in my mind, which drives my routine every day?😅😅
@ThebestFigen
The Best
@ThebestFigen
8 months
Woow cool! What is this called in psychology?
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
6 months
@dom_lucre It is super challenging to raise up an Autism kid. My elder son has severe Autism. He is 7 years old. He can’t speak a single word yet. Lack of good fine motor skills, he unintentionally breaks the skin of my arm a couple of times in the last week. Two weeks , he got
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
Agree with it. This is actually my plan. Now we have chatGPT, learning from doing is the way to go.
@ImLunaHey
luna
@ImLunaHey
8 months
Learn React.js before JavaScript Learn React.js before JavaScript Learn React.js before JavaScript Learn React.js before JavaScript Learn React.js before JavaScript Learn React.js before JavaScript Learn React.js before JavaScript Learn React.js before JavaScript
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
9 months
@fortworthchris How about adding “and a system for protecting private property rights”？In the past three years, a lot of entrepreneurs got tighten hands from government in China, ruining the confidence and optimism of market …..
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
@yacineMTB You got me. After one year remote working, I feel my shoes are getting tighter than before😅😅 Most of the day , I only wear socks at home…
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
Good luck to all coders for the coming Lunar New Year! You know what to print out for you front door 😀😀 #codinglife
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
@pxue Why not? 😄😄it might be good to have more social connections for your mom.
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
@johnrushx All in it. Thank you very much for consistently sharing your super valuable experiences!
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
Costco and Temu might be better places to go than Amazon in future , for small stuffs?
@Molson_Hart
molson 🧠⚙️
@Molson_Hart
7 months
Amazon just dropped a secret price increase by pushing logistics costs and work to its small business sellers Here's why it's a disaster for everyone involved (Consumers, Sellers, Amazon): 1. It's going to raise prices on the Amazon platform. Last week we shipped our
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
6 months
@noirwinter I also used PyTorch nighty version to train a CNN model with MPS. Not bad at all. The trained model could also be used on Cuda GPU for inference
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
A great chance to join a star company ! Unfortunately I do not have any experiences in the field of the position, otherwise I will definitely apply it.
@lucy_guo
Lucy Guo
@lucy_guo
7 months
I'm looking for a swiss army knife to be my Chief of Staff. You're technical, analytical, and pro-active about solving problems. There will be lots of "sexy" work such as creator partnerships, but you're low ego and will do more mundane tasks (i.e support).
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
@roxanamuntian Depending on the stage of coding career. For a middle -aged person who just changed the career, I would prefer a big company with higher job security than start up
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
@VardhanRaj34010 @svpino It’s a CNN model trained locally with Mac M1 , using PyTorch Nightly Version. We deployed the trained model embedded on a web app, which is hosted on an EC2 instance (amd64 ) with Nvidia GPU. Everything works , thanks PyTorch
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
Since I voted it, could I add one line to my resume in future: “I advised a CEO of a fortune-500 company on an important business decision in 2024?”🤞🤞
@elonmusk
Elon Musk
@elonmusk
8 months
The public vote is unequivocally in favor of Texas! Tesla will move immediately to hold a shareholder vote to transfer state of incorporation to Texas.
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
Haha, made my day…though it might be composed or edited by Photoshop or Photopea
@Mr_DrinksOnMe
Mr. Drinks On Me
@Mr_DrinksOnMe
8 months
When you show up to work high as fuck
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
@01_viraj 🤝🤝Your location caught my eye. Used to work with Hoganas, which has a big site in Pune, India. Knew many excellent mechanical and environmental engineers from Pune.
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
6 months
This should be the second generation of Apple Vision . Enjoy the show of “ Three Body Problems”. Just don’t compare it against the original book. It’s a good show .
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
6 months
@Stylegeek11 Haha… made my day…. Second thoughts: it’s unfortunate to be born in North Korea. Read too many sad stories on it.
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
6 months
@pxue At least 80% of success can be attributed to randomness. Firstly , the gene we have defines our brains. My elder son has a severe autism, and he could not speak a single word at the age of seven. Someone like him could be called “being successful”, if he learn to speak 20-30
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
9 months
@theficouple No way! I will reach to my Morgage agent for a quick confirmation
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Yu Yang
@Yang_ML_Estate
8 months
@krishakalola To be heathy for whole family if I could choose😄😄
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
9 months
@laomanpindao 新年快乐！
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
9 months
What Do People Want to See on X? Here are my observations. 1. A story to be rich quickly 2. Funny pictures or videos 3. Case study on dev or investment 4. Picture of handsome/beautiful young people Btw, fans to politicians, pop star, or internet celebrity are not included
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
A beautiful story just read today. A great chain reaction of kindness from old days !
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
@pxue 👍👍 true. You just used two sentences to clearly define the roles of tweets with different contents.
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
@mytechceoo Dude, you are a genius
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
9 months
It’s so much easier to make money from kids than from parents 🤪🤪urban air time for my elder son today…
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
9 months
@SteveHarney Great advice from your father: always put the customer’s needs first
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
9 months
@OngDevLab Convert them to some sort of ASCii code, and the use a hashmap to do the job?
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
@trevizo_gabe Close enough ?
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
@timilehin_dev here is the link
From the chrome community on Reddit: Microsoft Engineer Installs Chrome Mid Microsoft Presentation...

Explore this post and more from the chrome community

www.reddit.com
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
Beginner Stage: Coursera: Python for Eeverybody Specialization by Dr. Charles Russell Severance This course is excellent for beginners like myself who have no prior experience with Python. It’s relatively easy to follow, and you can gain strong confidence after completing it.
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
This is one of my favorite books in real estate investing. There are tons of books on how to be successful. Nothing wrong about it. However, we may learn more from the opposite side. #Estate
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
Great for the society, but hard for the family…
@PhysInHistory
Physics In History
@PhysInHistory
8 months
Feynman’s second wife, Mary Louise Bell, divorced him because she could not stand his obsession with calculus and physics. She claimed that he was constantly working on mathematical problems in his head, even while driving, sitting, or lying in bed. She also said that he was
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
@ErnieBrownII Awesome!
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
8 months
@fghalandarii Agree with it. That’s why we will see more start ups with much smaller team in close future
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
@genie0309 This is insane! Thanks for sharing it. Suno V3 is so powerful! It is an amazing song ! Just listened to it for three times👍👍👍
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
@dan_starns Singapore is definitely the role model for other cities in terms of public service and cleanliness. 👍👍
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
6 months
A Vinfast car shows up in North Carolina now. With a slow growth in EV market, just wondering how is everything going of their manufacturing factory in the south of Jordan Lake?
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
@elonmusk Formal Name:OpenAI Nick Name: ClosedAI
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
My first internet income! 48 dollars from three books. Net income = 6 dollars, since Amazon takes $14 out of $16 for each book sold. This is much smaller amount compared to the rental income I got. However, I am still pretty happy about it. Next marketing strategy: I was
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@Yang_ML_Estate
Yu Yang
@Yang_ML_Estate
7 months
One of the best Sci Fi novel —> show. Looking forward to it.
@netflix
Netflix
@netflix
7 months
We invite you to play. The premiere of 3 BODY PROBLEM is just 12 hours away.
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