8 Machine Learning Algorithms ( A quick revision) 👇 1. Linear Regression: Predicts numbers (e.g., house prices). Straight line fit. Easy, but sensitive to outliers. 2. Logistic Regression: Predicts categories (e.g., spam/not spam). Uses probabilities. Great for classification. 3. Decision Tree: Flowchart-like decisions. Easy to visualize. Prone to overfitting. 4. Random Forest: Multiple decision trees combined. More robust. Handles complex data. 5. SVM: Finds the best dividing line (or plane). Effective, but can be slow. Uncovering Patterns: 6. K-Means Clustering: Groups similar data. Great for finding hidden structures. Requires pre-defined clusters. 7. KNN: Classifies based on neighbors. Simple, but computationally intensive. Simplifying Complexity: 8. Dimensionality Reduction: Reduces features. Makes data easier to handle. Improves model efficiency. Real-World Examples (Super Quick Hits): - Linear/Logistic Regression: House prices, spam filters. - Decision Tree/Random Forest: Medical diagnoses, credit scores. - SVM: Image recognition, text sorting. - K-Means: Customer groups, anomaly detection. - KNN: Recommendations, image recognition. - Dimensionality Reduction: Image compression, feature extraction. . . . Best online courses to MASTER Machine Learning 👇👇👇👇 1️⃣ Machine Learning by Andrew Ng (Stanford University) https://imp.i384100.net/5gNjr9 2️⃣ Deep Learning Specialization by deeplearning.ai https://imp.i384100.net/21N1mM 3️⃣ Mathematics for Machine Learning Specialization by Imperial College London https://imp.i384100.net/OrxkQW 4️⃣ Applied Data Science with Python Specialization by University of Michigan https://imp.i384100.net/jrd33e 5️⃣ Advanced Machine Learning by Google Cloud https://imp.i384100.net/5gobn1 6️⃣ Machine Learning with Python by IBM https://imp.i384100.net/R57KmX 7️⃣ Supervised Machine Learning: Regression and Classification https://imp.i384100.net/g109vB 8️⃣ Unsupervised Learning, Recommenders, Reinforcement Learning by University of Alberta https://imp.i384100.net/NkL5k2 9️⃣ Practical Machine Learning by Johns Hopkins University https://imp.i384100.net/7aGMzY 🔟 How Google does Machine Learning by Google Cloud https://imp.i384100.net/xL2ZYx . . . Join NextCareerStep to master demanding IT skills in every week. Plus, Receive FREE resources like 👇 - Roadmaps - Cheatsheet - Checklist - Resume temples 5000 people already joined 👇 https://nextcareerstep.beehiiv.com/subscribe/ . . .