26+ min ago  (246+ words) Why Markov Decision Processes Matter Reinforcement learning typically assumes the Markov property: The next state depends only on the current state and action'not on past history. This simplifies learning and allows us to represent problems using: Transition probabilities Reward matrices…...

1+ hour, 7+ min ago  (439+ words) This post is adapted from episode 2 of my Learning Out Loud video series. If you missed my first post on why LLM responses degrade over time, check it out first to understand tokens, context windows, and context limits. We've all…...

1+ hour, 16+ min ago  (173+ words) If you're a mid-career developer in your 40s-50s looking to leverage your experience for flexible, rewarding side income without the grind, this could be ideal. I'm a full-stack AI engineer with 9 years of experience, specializing in building robust applications, machine learning…...

1+ hour, 22+ min ago  (558+ words) Ayush Kumar Rai is a Full Stack Web Developer and an Artificial Intelligence & Machine Learning (AIML) student based in India. I'm currently pursuing my Bachelor of Technology while actively building projects, learning data structures and algorithms, and exploring machine learning…...

1+ hour, 29+ min ago  (156+ words) I'm a computer science student building a broad foundation and intentionally exploring where I want to specialize. Through coursework, I've worked with Python, Java, C++, and SQL. Those languages gave me structure and fundamentals, and showed me how vast the…...

2+ hour, 6+ min ago  (143+ words) If one of your goals this year is to build your own language model from scratch, you're already on the right path. As part of my 21 Days of Building a Small Language Model journey (we've just reached Day 15 "), and thanks…...

2+ hour, 26+ min ago  (478+ words) When I was younger, I applied for jobs the wrong way. My CV looked creative " boxed sections, custom layouts, a thoughtfully crafted one-size-fits-all version " and my cover letters were carefully written with original wording instead of copying phrases from the…...

3+ hour, 22+ min ago  (84+ words) Some ZK concepts were introduced without enough background for beginners. I submitted a PR adding a short "why this matters" section to help readers understand the purpose before diving into the details. Some ZK concepts were introduced without enough background…...

3+ hour, 24+ min ago  (323+ words) Hey dev.io fam! Ever feel like "machine learning" is this magical, super-complex term that only rocket scientists understand? Well, guess what? It's not! Machine learning is actually all around us, making our lives easier and more interesting every single…...

3+ hour, 24+ min ago  (263+ words) One thought kept crossing my mind today: How many things look simple" until you actually try to understand what's underneath? That was my mood as I settled into my space and started learning. [Me in my perfect environment] I spent…...