mathswithmuza on Instagram: "Linear, quadratic, exponential, and trigonometric functions each represent different types of mathematical relationships. A linear function has the form f(x) = mx + b and represents a constant rate of change, producing a straight line on a graph. A quadratic function is written as f(x) = ax² + bx + c and creates a curved graph called a parabola, showing a changing rate of increase or decrease. Exponential functions, like f(x) = a * b^x, grow or decay very quickly, wh
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mathswithmuza on Instagram: "Linear, quadratic, exponential, an…
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Range of linear function.
Range of linear function.
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mathswithmuza on Instagram: "Nonlinear transformations are mathematical operations that map data or functions in a way that is not directly proportional to the input. Unlike linear transformations, which preserve straight lines, parallelism, and proportionality, nonlinear transformations can bend, warp, or curve the structure of the input. For example, applying a squaring function, an exponential, or a trigonometric function to data introduces nonlinear effects. These transformations are fundame
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mathswithmuza on Instagram: "Nonlinear transformations are ma…
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Roshan Jha l Data Scientist | Tech Content on Instagram: "🎯 Understanding Linear Regression – The Foundation of Predictive Modeling Linear Regression is one of the simplest and most powerful algorithms in machine learning. It's used to model the relationship between a dependent variable (target) and one or more independent variables (features). 🔹 Simple Linear Regression Equation: y=β0​+β1​x+ε 👉 Where: y = Predicted value (dependent variable) x = Feature (independent variable) β0​ = Intercept
Roshan Jha l Data Scientist | Tech Content on Instagram: "🎯 Understa…
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𝘿𝙖𝙩𝙖 𝙎𝙘𝙞𝙚𝙣𝙘𝙚 𝙉𝙖𝙩𝙞𝙤𝙣📊 on Instagram: "📍 SIMPLE LINEAR REGRESSION – PART 1.3: COST FUNCTION (MSE) 1. Linear Regression Model In simple linear regression, we predict y from x using a straight-line equation: ŷ = w*x + b Where: ŷ = predicted value x = input feature (independent variable) w = slope (weight – how much y changes when x changes) b = intercept (bias – the value of y when x = 0) --- 2. Mean Squared Error (MSE) Cost Function The cost function tells us how well the model fi
𝘿𝙖𝙩𝙖 𝙎𝙘𝙞𝙚𝙣𝙘𝙚 𝙉𝙖𝙩𝙞𝙤𝙣📊 on Instagram: "📍 SIMPLE LINEAR REGRESSION – PART 1.3: COST F…
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Sonu Verma on Instagram: "Template ⬇️ Follow these simple steps to create video properly Inspo @pandey_jiii002 🤝 1-take screenshot of a QR 2-open VN application 3-click on scanner icon (at upper right side ) 4-click on gallery icon (at upper right side ) 5-select the screenshot 6-then click on use template 7-select your clips and click on next button 8-Now click on clips (square icon) 9-then click on crop to adjust clip according to your size 10-export the video in 1080p at 60fps 🔥 Happy Editi
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Sonu Verma on Instagram: "Template ⬇️ Follow these simpl…
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TheBrainTeam on Instagram: "Did you know ADHD is genetic? So when you catch yourself hyperfocusing on a random project at 2 AM… and then realize your kid’s doing the exact same thing in the next room… yeah. That’s the gene pool at work. 😅 It’s not bad behavior. It’s brain wiring. Shoutout to all the neurodivergent families just trying to function in a linear world. Whether it’s ADHD, trauma, or just trying to keep it all together—it’s time to break free and see life through today’s lens, not th
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TheBrainTeam on Instagram: "Did you know ADHD is genetic? So w…
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