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AI • Machine Learning • Tech on Instagram: "OpenAI’s CLIP (Contrastive Language–Image Pretraining) model is a multimodal neural network trained to connect text and images in a shared vector space. Instead of learning to classify images into fixed categories, CLIP learns representations by matching images with their corresponding text descriptions, optimizing so that the correct pairs have high similarity while mismatched pairs have low similarity. Both text and images are encoded into high-dimen
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Mastering Machine Learning Classification: From cats vs. dogs to spam filters—classification is everywhere! 🐱🐶📧 #machinelearning #classification #AI #DataScience #TechTips #Coding #ArtificialIntelligence #LearnAI #TechExplained #STEM #TechTalk #programming
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Aarti Sinha on Instagram: "“Day 75 of my Data Science journey 🚀 Today I learned about model evaluation and accuracy metrics like precision, recall, and F1-score. 📊 These metrics help us understand how well our models actually perform beyond just accuracy!” data science, machine learning, model evaluation, accuracy metrics, precision, recall, F1 score, confusion matrix, Python, scikit learn, artificial intelligence, AI, data analytics, deep learning, statistics, data visualization, predictive m
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Deeply AI: AI, ChatGPT, Robotics, Data Science on Instagram: "A small Chinese startup just shook up the AI video world—its model, Hailuo 02 by MiniMax, is outperforming Google’s Veo 3 across nearly every benchmark. It nails physics simulation, handles celebrity faces, and ranks about 100 ELO points higher than Veo 3 on Hugging Face’s leaderboard. It even passes what creators are calling the “gymnastics Turing test”—where viewers can’t tell if a gymnast’s motion is real or AI-generated. The promp
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Data Science | ML | AI Community 👩🏫 on Instagram: "📍Day 68: 9 machine learning algorithms every data scientist should know👇 1. Linear Regression: Used for predicting a continuous value. It’s simple yet effective for various problems. 2. Logistic Regression: Despite its name, it’s used for classification tasks, particularly binary classification. And I also use class probabilities (class proba), which is the probability of the class label. 3. Decision Trees: Used for both classification and
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