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Introduction to Machine Learning 🤖 By 18Slicesofme | March 2025 Machine Learning (ML) is a subset of Artificial Intelligence (AI) that allows computers to learn and make decisions without explicit programming . It is widely used in predictive analytics, automation, and pattern recognition . 📜 Evolution of Machine Learning Machine Learning has evolved significantly over the years: 📌 1950s: Early AI concepts with Perceptron Model . 📌 1980s: Rise of Neural Networks . 📌 2000s: Introduction of Deep Learning . 📌 Present: ML used in NLP, Robotics, and Generative AI . 🚀 Applications of Machine Learning 🤖 AI Chatbots 📷 Image Recognition 📊 Stock Market Prediction 🚗 S...

What is Transformer in Machine Learning? 🤖 What is Transformer in Machine Learning? By 18slicesofme | March 2025 The Transformer model is a revolutionary deep learning architecture used for natural language processing (NLP) and other AI tasks. Introduced in 2017 by Vaswani et al., Transformers have replaced RNNs and LSTMs in many applications due to their efficiency and ability to process entire sequences at once. 🔍 Key Concepts of Transformers 🧠 Self-Attention Mechanism – Helps the model focus on relevant parts of the input. ⚡ Parallel Processing – Unlike RNNs, Transformers process all words simultaneously. 🔀 Positional Encoding – Adds order to input sequences. 📊 Multi-Head Attention – Improves the model’s ability to capture relationships between words. ...