#Coreset In Machine Learning

🚀 Machine Learning Roadmap (2025 Edition) Unlock your journey into AI, Machine Learning & Deep Learning with this step-by-step guide designed for beginners to advanced learners. 📌 What You’ll Learn in This Video: ⚙️ Phase 1 – Core Foundation 📐 Math Basics | 🐍 Python Programming 🧹 Phase 2 – Data Preparation 🧽 Data Cleaning | 🎛 Feature Engineering | 📊 Visualization 🤖 Phase 3 – Machine Learning Concepts 🎯 Supervised & Unsupervised Learning | 🔍 Key Algorithms 🧪 Phase 4 – Model Optimization 📈 Cross-Validation | 🛠 Hyperparameter Tuning | 📍 Metrics 🧠 Phase 5 – Advanced ML 🌀 Neural Networks | 👁 Computer Vision | 💬 NLP 🚀 Phase 6 – Deployment & Real-World Use 🗃 Model Serialization | 🌐 APIs | ☁ Cloud | 🧩 MLOps --- 💡 Whether you're a beginner, student, or career switcher, this roadmap will help you become job-ready in AI and ML. 📚 Save this video and start learning step by step. 👇 Comment "ROADMAP" if you want a downloadable PDF version. --- 🔍 Keywords: Machine Learning Roadmap 2025, AI learning path, Deep Learning, Data Science Roadmap, Python for ML, Best way to learn AI, MLOps, Cloud AI skills. --- 🔥 Hashtags: #MachineLearning #AI #ArtificialIntelligence #DeepLearning #DataScience #Python #MLRoadmap #LearnML #TechCareers #Programming #NLP #ComputerVision #MLOps #DataEngineer #FutureSkills #Roadmap2025 #AIEducation #AIRevolution #CodingJourney

Here’s your full roadmap on how to get into machine learning. Comment “Roadmap” to get the pdf. Save and follow for more. #ai #machinelearning #coding #programming #cs

Comment “BRAIN” and I’ll DM you the full guide 🧠 Your AI is resetting every single session. Every breakthrough. Every decision. Every pattern you spent hours debugging. Gone. Not because Claude isn’t smart enough — because you never gave it a memory system. Here’s what changes when you do: 👾 CLAUDE.md — The first thing Claude reads every session. Not a config file. A teaching document. Your architecture, your conventions, your hard nos. It shows up to every session already knowing who you are. 💾 Auto-memory directory — Claude starts writing down what it learns. Patterns it noticed. Things you corrected. Solutions that worked. Organised into topic files. Persistent across every session from now on. 🧠 Obsidian + MCP — Your vault becomes a live knowledge graph it can search at runtime. Two MCP servers: smart-connections for semantic search, qmd for structured queries. The key? Name notes as claims, not categories. Not `memory-systems.md` — `memory graphs beat giant memory files.md`. The titles alone tell Claude if something’s relevant before it reads a word. ”brain-ingest pipeline” — One command. Paste a YouTube link, a voice memo, a meeting recording. It downloads, transcribes locally, extracts the key claims and frameworks, and drops a structured note straight into your Obsidian inbox. That’s the insight from a talk you watched 6 weeks ago — available to Claude today. Each layer compounds on the last. Skip one and the others degrade. Comment “BRAIN” — full guide with MCP config, vault structure, and setup checklist 👇

Steve brunton is sooo GOATEDDD !!! #machinelearning #datascience #stem #artificialintelligence

Recursion is one of the core ideas in computer science: solving a big problem by breaking it into smaller versions of itself. A recursive function keeps reducing the task until it reaches a simple base case — the point where it stops calling itself. This approach shows up everywhere: searching nested folders, tree traversal, divide-and-conquer algorithms (like merge sort and quicksort), backtracking, and even math sequences like factorials and Fibonacci. Once you understand how recursion breaks problems down and rebuilds the solution from the bottom up, a huge part of CS, algorithms, and math suddenly clicks. #recursion #computerscience #bocchitherock

In honor of getting claude code today . #swe #programming #claudecode #coding #meme

Our coding team is locked #frc #axolotl #robotics #robot #teamwork #firstroboticscompetition #funny #laporte #slicertech #lphs #slicers #firstrebuilt #firstage #fyp #coding #LockedIn

This was was heavily asked in yesterdays Q&A so here’s a reel on it 😇 #machinelearning #coding

If you’re just getting into machine learning, this is the best place to start. R2D3 is a free, interactive website that teaches you how machine learning works through animated visualizations. No equations upfront. No wall of theory. You scroll, and the model builds itself in front of you. What the video couldn’t cover: The site walks you through a decision tree, one of the most foundational algorithms in ML, using a real dataset of homes in San Francisco and New York. You watch the model draw boundaries on the data, test them, and adjust when they are wrong. The concept it ends on is overfitting, what happens when a model learns the training data too well and fails on anything new. Seeing it visually is the moment a lot of things in ML suddenly click. Built by Stephanie Yee and Tony Chu. Completely free, no sign-up required. Link in the pinned comment. #ai #artificialintelligence #technews #algorithm #fyp

CORE CS QUIZ 🧠 Comment the correct option 👇 Students with correct answers will be featured in my story ⭐ Follow @nikitajaininsights @learnwithnikitajain for daily CS challenges #csquiz #ugcnetpreparation #computersciencestudent #CollegeStudents #MachineLearning

Comment ‘Maths’ to try it out 🪼 I came across this and had to pause for a second. At first I thought it was some kind of after effects animation… but it’s literally just equations running in JavaScript. Just trigonometric functions plotting thousands of points per frame! Change one number and it morphs into something completely different. It genuinely feels like you’re watching a digital organism moving. I can’t help to wonder what could be technically coded at a more advanced level! Comment ‘Maths’ and I’ll send you the link so you can experiment with it yourself. (I’m testing a new automated link system, it sends automatically to followers 👀) Credit to 零点未来 for the original inspiration and exploration online, their generative experiments are so interesting. Next video I’ll break down how this actually works and how you can design your own. #creativecodeart #creativecode #js

Comment "CV " and I’ll send the free resource links✨ . . . . Follow @tuba.captures for more . . . . #fypシ゚ #ExplorePage #computervision #ai #machinelearning