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gm

gm

Can't believe my college has Ubuntu as the default

Every Billion Dollar idea is a better copy > Google wasn't the first search engine > Facebook wasn't the first social network > Tesla wasn't the first EV The real game? Take what already works, add a small twist that makes it undeniable and ship

Course on Matrix Methods in Data Analysis & Signal Processing Machine Learning in Finance represents one of AI's fastest growing applications, leveraging data driven models and algorithms to make financial predictions, manage risks, and automate trading decisions. At the forefront is algorithmic trading (quant trading), where ML models predict price movements and execute high speed trades by learning from historical market data including prices, volume, and news sentiment using sophisticated techniques like reinforcement learning, regression analysis, decision trees, and LSTM neural networks to gain competitive advantages in increasingly complex financial markets

Bro, my hostel literally looks like Jail

gm

found a repo that has a massive collection of Machine Learning system design case studies used in the real world, from Stripe, Spotify, Netflix, Meta, GitHub, Twitter/X, and much more link in replies

What is Apple doing in the AI race? Ever since ChatGPT came out in 2022, every tech company realized that generative AI is the next big thing. So, all these companies dropped everything else and started focusing on it first. Google launches Bard and does a bunch of stuff. Microsoft teams up with OpenAI and rolls out a pilot. Adobe launches Firefly. Elon Musk starts his new company, XI. Meta launches the Llama model. Tons of other AI startups pop up, and investors are throwing money at AI like crazy Apple's AI strategy is fascinating because it's playing a completely different game than Google, Microsoft, and OpenAI. While everyone else rushed to build the most powerful language models, Apple took a fundamentally different approach that aligns with their core business model and strengths Apple Intelligence is comprised of multiple highly capable generative models that are specialized for users' everyday tasks, but unlike competitors, Apple isn't trying to win the raw AI power race. Instead, they're leveraging what they've always done best, creating seamless, integrated experiences The key insight you mentioned about revenue models is crucial. While Microsoft makes 48% from cloud services and Google relies heavily on cloud and subscriptions, Apple's business is 80% hardware driven. This means they don't need to compete on cloud AI services they can focus on making AI work better on the devices people already own Apple's four step strategy you outlined is spot on, The "Invisible Model" approach is brilliant because most users don't want to think about which AI model to use. Tim Cook doubled down on Apple's AI strategy, insisting that generative AI was never off the table and was always about pursuing it in a thoughtful kind of way, they're making AI feel natural rather than technical Ecosystem Integration remains Apple's superpower. At WWDC 2025, Apple announced what it calls the Foundation Models framework, which will let developers tap into its AI models while offline, this is huge because it means third party apps can now leverage Apple's AI without internet dependency, something Google and Microsoft can't easily replicate across their fragmented hardware ecosystem The Distribution Advantage is where Apple really shines. They have direct control over 2 billion devices with powerful Apple Silicon chips that can run AI models locally. Apple is still pushing App Intents, the same system that makes it simpler for Apple Intelligence and Siri to use apps and get things done, which will enable those complex multi app workflows you described Building Trust through privacy focused messaging is classic Apple. They're positioning themselves as the "safe" AI option while competitors deal with data privacy concerns The real genius is that Apple doesn't need to build the world's best AI model, they just need to build the best AI experience. By partnering with OpenAI for complex tasks while handling simple ones locally, they're creating a hybrid approach that prioritizes user experience over technical bragging rights The upcoming Apple Intelligence features slated for 2025 demonstrate Apple's commitment to integrating advanced AI technologies into its devices, enhancing user experience, and promoting productivity, suggesting they're still in the early phases of a longer term strategy This approach could indeed "wipe out" Android and Windows in the AI era not by building better models, but by making AI feel like a natural extension of the devices people already love. It's classic Apple, arrive late, but redefine the entire category

No wonder this research paper changed the future of all LLM models!

gm

Some YouTube channels to subscribe to for starting ml/dl

Why you should use linked lists instead of matrix to store graphs? 1/n

Pavel Durov is the one who inspires all tech guys to hit the gym every day

Someone literally bought a domain name to do this

Dijkstra's Algorithm Using Priority Queue It finds shortest paths from a source to all nodes in positive weighted graphs using a min heap. It processes nodes by shortest distance, updating neighbors when shorter paths are found 1/n

Can't believe my college has Ubuntu as the default

Bro, my hostel literally looks like Jail

Saw lots of good accounts down bad for some dollars, posting 24/7 shit, begging for followers and a lot more. Muted lots of accounts for this reason. I'm gonna gift premium as much as I can to those who genuinely build something and learn something. I'll spend my whole first payout gifting those accounts who deserve to get viewed rather than some overrated shit I want my tl good again. If you're posting great content then drop a message so I can follow you and if I feel good about it then I'll gift you premium on my next payout

Woke up Daddy 🥱 Will gift 11 or 21 premiums once it appears in my bank account to those who genuinely build and learn something instead of putting their a** 24/7 on X posting shit to find 'banger this, banger that' begging for reach and followers!

I watched One Piece in 22 days btw

15 premium giveaway alert!🔥 I'll gift 1 month of premium to 15 people who are building cool things, posting tech stuff (No Shitposting), or anything related Drop your best work down in the replies like blogs, research papers or tech threads. For projects, make a demo video of your project with a quote retweet If you're already on premium, you can still participate. I'll pay you the premium cost instead The only thing you can do more is join Grind Nation and post your daily work and projects There's no need to follow me for this. If I deserve to be followed, I'll get it anyway❤️

Someone literally bought a domain name to do this

Spent $115 gifting people premiums - a total of 21 premiums What should I do with $385? 😮‍💨

My current subscriptions 1. X - 1 year of Premium+ (Gifted) 2. Medium - 1 year of Premium (Gifted) 3. Youtube Premium - ₹1490 4. Spotify Premium - ₹179 5. Netflix - ₹499 6. Adobe Premiere Pro - ₹599 7. Gemini Pro - ₹2 8. Grok 4 beta - Free Drop your subscription list!

Chat suggests some good earbuds for heavy use Budget: ₹3k

You're a man,I challenge you to try this: > No p*rn > No alcohol > 4-6 eggs/day > 3 liters of water > 7-8hours of sleep > 10,000+ steps/day > 50+ push-ups daily > No sugar at breakfast > Write 5 things you're grateful for Growth comes from leaving your comfort zone!

Thanks for 6K everyone!❤️ Went from 0-6K without shitposting, begging for followers, or cringe stuff. I gained all of this by just posting my daily grind, tech threads, tech posts, blogs, and projects I know how hard it is to grow like this because most people don't have the mentality to consume knowledge instead of wasting their time doom scrolling If you have that same learning and upskilling mentality, then we created a community called Grind Nation. We just hit 1.5K members! It's the perfect place to prove yourself by providing value to others and growing We believe engagement and reach matter when you're building and learning something valuable. Join the community & join our Discord server for discussions, link in replies!

6 premium giveaways alert!🔥 On this Diwali occasion, I'll gift 1 month of premium to 6 people who are building cool things, posting tech stuff (No shitposting), or anything related Drop your best work down in the replies like blogs, research papers, or tech threads. For projects, make a demo video of your project with a quote retweet If you're already on premium, you can still participate. I'll pay you the premium cost instead The only thing you can do more is join Grind Nation and post your daily work and projects Happy Diwali to all ❤️🪔

You're a man 1. Have a clean haircut (Twice a month) 2. Dress well 3. Smell nice 4. Talk slow Amazing things happen when you leave the house well dressed and smelling nice

Thanks for 7K everyone!❤️