Best Machine Learning course in Jalandhar

1. Best Machine Learning course in Jalandhar +91-9888122255 https://techcadd.com/

2. What is Machine Learning? • Definition: Subset of AI that enables systems to learn and improve from experience without being explicitly programmed • Learns patterns from data • Improves automatically over time

3. Types of Machine Learning • Supervised Learning – Labeled data (e.g., regression, classification) • Unsupervised Learning – Unlabeled data (e.g., clustering, association) • Reinforcement Learning – Learning via rewards and penalties

4. Common ML Algorithms • Linear Regression • Decision Trees • K-Nearest Neighbors (KNN) • Support Vector Machines (SVM) • Neural Networks

5. Machine Learning Workflow • Define problem • Collect & clean data • Feature selection/engineering • Choose model • Train model • Test & evaluate • Deploy

6. Applications of Machine Learning • Email spam filtering • Fraud detection in banking • Product recommendations • Image & speech recognition • Predictive maintenance in industry

7. Challenges in Machine Learning • Data quality & quantity • Overfitting & underfitting • Interpretability of models • Computational cost • Bias and fairness

8. Future of Machine Learning • Role in AI advancement • Growth in automation • Integration with IoT, 5G, Robotics • Ethical considerations and responsible AI

9. Real-World Case Studies • Netflix – Recommends shows using collaborative filtering • Tesla – Self-driving cars using deep learning • Amazon – Product recommendation & inventory prediction • Healthcare – Disease prediction & medical image analysis • Finance – Stock trend prediction, fraud detection

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