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Artificial Intelligence | AI on Instagram: "Contrastive learning is a type of self-supervised learning where the goal is to learn representations by comparing pairs of data. Instead of predicting missing parts of data like other self-supervised algorithms, it teaches a model to bring similar examples (called positive pairs) closer in the embedding space while spacing different ones (called negative pairs) farther apart. For instance, two different versions of the same image (rotated and cropped)

Deepak Jose | Data Science & Gen AI on Instagram: "Types of Machine Learning Algorithms You MUST Know in 2025! From predicting stock prices to generating AI images, every ML model fits into a category. Master these and you master Data Science. Supervised Learning • Regression: price prediction • Classification: spam detection • Sequence Prediction: stock forecasting Unsupervised Learning • Clustering: customer segments • Dimensionality Reduction: PCA • Anomaly Detection: fraud detection Semi-Sup