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#Curve Fitting

Showing: 18 courses
Simons Institute

Neural Networks Meet Nonparametric Regression: Generalization by Weight Decay and Large Learning Rates

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Explore the intersection of deep neural networks and nonparametric regression, uncovering insights on overparameterization, representation learning, and adaptive generalization in machine learning.
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1 Lesons
1 hour 4 minutes
On-Demand
Free-Video
Dr. Gajendra Purohit

Numerical Analysis

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Comprehensive exploration of numerical analysis techniques, covering interpolation, integration, differentiation, and equation-solving methods with practical examples and applications.
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23 Lesons
7 hours
On-Demand
Free-Video
Australian Water School

Fitting the Curve

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Explore flood frequency analysis techniques, curve fitting approaches, and software tools for managing uncertainty in rainfall and runoff estimates. Learn to interpret results and consider climate change impacts.
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8 Lesons
1 hour
On-Demand
Free-Video
Institute for Advanced Study

Machines - How Do They Learn and Where Are They Headed?

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Explore machine learning fundamentals, neural networks, and AI challenges. Gain insights into how machines learn, their capabilities, and future directions in artificial intelligence.
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18 Lesons
56 minutes
On-Demand
Free-Video
Institute for Advanced Study

Everything You Wanted to Know About Machine Learning but Didn't Know Whom to Ask - Sanjeev Arora

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Explore machine learning fundamentals, from text classification to image recognition, with insights on optimization, unsupervised learning, and language models in this comprehensive seminar.
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14 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Institute for Mathematical Sciences

Functional Data Analysis in Practice

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Explore practical applications of functional data analysis with insights from Qiwei Yao of the London School of Economics, covering key concepts and methodologies.
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1 Lesons
47 minutes
On-Demand
Free-Video
North Carolina School of Science and Mathematics

Variations on the Wire Problem - Optimization in Geometry for Math Teachers

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Explore optimization through hands-on activities, addressing Common Core Standards. Learn to cut and bend wire into polygons for minimum or maximum enclosed area, enhancing high school math instruction.
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13 Lesons
50 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Point Estimation Combining Measurements and Fitting - Lecture 2

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Explore advanced statistical techniques for point estimation, measurement combination, and data fitting in high-energy physics, enhancing analysis skills for complex experimental data.
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1 Lesons
1 hour 32 minutes
On-Demand
Free-Video
Insights into Mathematics

Gauss's View of Curvature and the Theorema Egregium - Differential Geometry Lecture 35

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Explores Gauss's curvature concept, Theorema Egregium, and discrete curvature in polyhedra. Covers Gauss-Rodrigues map, paraboloids, and the Gauss-Bonnet theorem for a comprehensive look at differential geometry.
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9 Lesons
44 minutes
On-Demand
Free-Video
Wrath of Math

Least Squares Fit of a Polynomial - Linear Algebra

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Learn to determine polynomial coefficients for best-fit curves using least squares method. Practical example with quadratic fit for four data points, covering system equations, normal equation, and result interpretation.
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7 Lesons
10 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Regression and Differentiation: Practical Issues

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Explore practical issues in regression and differentiation, focusing on key concepts and real-world applications in data analysis and mathematical modeling.
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1 Lesons
18 minutes
On-Demand
Free-Video
Prof. Ryan C. Cooper

Linear Algebra: Rounding Errors and Piecewise Fitting - ME3255

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Explore rounding errors in linear algebra and master piecewise fitting techniques for enhanced numerical analysis and data modeling skills.
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1 Lesons
34 minutes
On-Demand
Free-Video
USC Information Sciences Institute

Deep Learning Meets Nonparametric Regression: Are Weight-decayed DNNs Locally Adaptive?

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Explore deep learning's curve-fitting capabilities, comparing DNNs to classical methods and uncovering insights on their strength, generalization, and the role of sparsity in neural networks.
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15 Lesons
56 minutes
On-Demand
Free-Video
Artem Kirsanov

The Most Important Algorithm in Machine Learning - Backpropagation Explained

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Explore backpropagation's fundamentals, from curve fitting to gradient descent, chain rule, and computational graphs. Gain insights into this crucial machine learning algorithm's principles and applications.
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12 Lesons
40 minutes
On-Demand
Free-Video
Gautam Varde

Least Square Method and Curve Fitting - Straight Line Problems in Numerical Methods

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Master curve fitting and least square method techniques for straight line problems through practical numerical examples and statistical applications.
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1 Lesons
10 minutes
On-Demand
Free-Video
NHR@FAU

Experiments and Data Presentation in High Performance Computing

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Learn effective techniques for conducting experiments and presenting data in high performance computing. Master key aspects of scientific benchmarking, statistical analysis, and data visualization for HPC research.
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12 Lesons
36 minutes
On-Demand
Free-Video
Gautam Varde

Geometric Curve Fitting and Power Curve Fitting Using Least Square Method

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Master geometric curve fitting and power curve analysis through practical applications of the least square method, focusing on advanced mathematical concepts and statistical problem-solving.
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1 Lesons
14 minutes
On-Demand
Free-Video
Gautam Varde

Exponential Curve Fitting Using Least Square Method in Applied Statistics

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Master exponential curve fitting through practical examples and learn to apply the least square method for statistical analysis and problem-solving in mathematics.
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1 Lesons
11 minutes
On-Demand
Free-Video