Willy Ugarte
@gitanol
PhD in Computer Science
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🚨 El MIT acaba de publicar un informe de 26 páginas sobre el uso real de la IA en empresas. Revela cómo se está adoptando, los fallos más comunes y cómo lograr una transformación efectiva. Te dejo el informe aquí 👇
Why "Attention is all you need" was needed ? (RNNs, LSTM-->Transformers) Flaws: -sequential processing resulting in slow training. - Struggle to capture very long ranged dependencies. - limited parallelization, limits the GPU efficiency. Transformers: - removes recurrence, uses…
7 Python Projects Every Beginner Should Build • Calculator → practice logic & loops • To-Do List App → file handling basics • Weather App → work with APIs • Expense Tracker → Tkinter GUI • CRUD Web App → Flask + Database • Resume Parser → NLP practice • Job Tracker…
🛠️ Small Language Models are the Future of Agentic AI. But How do you make LLMs 10× smaller but just as smart? ➡️ Knowledge Distillation. It’s quite a buzzword. But let’s break it down — the way I’d explain it to myself. For instance: Google Gemma was trained by Gemini.…
How to write a paper (this weekend!). If your data is already analyzed, you can use this guide to get your side project across the line. Save for future reference :⬇️
You're in an ML Engineer interview at Microsoft. The interviewer asks: "Why Boosting models primarily use Trees as the base learner? What's wrong with Linear regression or SVMs?" You: "Because linear models can’t fit non-linear data." Interview over. Here's what you missed:…
Writing an abstract? Break it into 5 parts: 1. Background - What you're studying and the context (2-3 sentences) 2. Justification - Why this research matters/what gap it fills 3. Major Finding - Your main discovery in one clear statement 4. Key Results - Supporting evidence…
7 Steps to Writing a Great Paper
Level up your ML paper-reading game.
Read your conclusion first. Then your intro. If they don't match, one of them is wrong. Here's how to do it ⤵️ Step 1: Write a rough conclusion based on your findings Step 2: Read it back to yourself out loud Step 3: Draft your intro to match what you actually discovered Step…
This guy literally breaks down LLMs
RIP Data Scientists. The Generative AI Data Scientist is NOW what companies want. This is actually good news. Let me explain:
AWS in plain English: • EC2 → computer • S3 → storage • RDS → database • IAM → security guard • Lambda → automation That’s 80% of what you’ll use daily... make it similar to these
This guy literally shows how to go from zero to AI engineer for free
Harvard professor literally dropped the best ML systems tutorial you’ll ever see
As an experienced researcher and publishing author. Here is simple hack for you to identify research gap. 1. Identify 10-20 articles from top journals in your research domain. Ensure the articles were published in the last three years. 2. Read the last 2-3 paragraphs of those…
Academic writing can be frustrating at times. I have been trying to investigate gaps in a particular literature and I just can’t get through it. Somedays, I just want to close this laptop and never open it again. 🥲
You're not depressed, you just need a quest.
Read this paper to know how to 'actually' read a paper! I've highlighted the key points -> now this 10 min read of 3-pass apprach will change your paper reading technique for good! 𝗞𝗲𝘆 𝘁𝗮𝗸𝗲𝗮𝘄𝗮𝘆𝘀: — First Pass (5-10 minutes) Quick scan for bird's-eye view — Second…
You're in an ML Engineer interview at Apple. The interviewer asks: "Two models are 88% accurate. - Model A is 89% confident. - Model B is 99% confident. Which one would you pick?" You: "Any would work since both have same accuracy." Interview over. Here's what you missed:…
Dynamic programming was invented to confuse the Secretary of Defense. Seriously. Wilson (the SecDef) “would get violent if people used the term research in his presence”. RAND mathematicians thus needed a cover story to hide their work:
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