Udemy - Math 0-1 Calculus for Data Science & Machine Learning (2.2025)

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Udemy - Math 0-1 Calculus for Data Science & Machine Learning (2.2025)

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种子哈希：3251a6eb2063100a9870faac3bf88395d804a29f
文件大小： 4.13G
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收录时间：2025-06-19
最近下载：2025-09-03

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文件列表

  • 9 - Setting Up Your Environment (AppendixFAQ by Student Request)/3 -How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4 154.2 MB
  • 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/8 -Optimization and Lagrange Multipliers (pt 1).mp4 131.9 MB
  • 7 - Integration (Calculus 2)/3 -Fundamental Theorem of Calculus (pt 1).mp4 120.1 MB
  • 2 - Review/1 -Functions Review.mp4 119.8 MB
  • 10 - Effective Learning Strategies (AppendixFAQ by Student Request)/5 -What order should I take your courses in (part 2).mp4 111.0 MB
  • 5 - Derivative Rules/7 -Product and Quotient Rules.mp4 105.9 MB
  • 5 - Derivative Rules/5 -Chain Rule.mp4 99.6 MB
  • 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/2 -Partial Differentiation.mp4 97.8 MB
  • 4 - Derivatives From First Principles/1 -Slopes, Tangent Lines, and Derivatives.mp4 96.4 MB
  • 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/3 -The Gradient.mp4 95.3 MB
  • 10 - Effective Learning Strategies (AppendixFAQ by Student Request)/2 -Can YouTube Teach Me Calculus (Optional).mp4 91.1 MB
  • 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/9 -Optimization and Lagrange Multipliers (pt 2).mp4 84.9 MB
  • 10 - Effective Learning Strategies (AppendixFAQ by Student Request)/4 -What order should I take your courses in (part 1).mp4 81.7 MB
  • 10 - Effective Learning Strategies (AppendixFAQ by Student Request)/1 -Math Order for Machine Learning & Data Science.mp4 79.3 MB
  • 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/4 -The Jacobian and Hessian.mp4 76.4 MB
  • 4 - Derivatives From First Principles/2 -More On Tangent Lines, Derivative Checking.mp4 74.3 MB
  • 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/7 -Steepest Ascent in Python.mp4 74.2 MB
  • 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/10 -Vector Calculus Section Summary.mp4 71.8 MB
  • 9 - Setting Up Your Environment (AppendixFAQ by Student Request)/5 -How to use Github & Extra Coding Tips (Optional).mp4 71.7 MB
  • 2 - Review/2 -Functions Review in Python.mp4 70.8 MB
  • 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/5 -Differentials and Chain Rule in Multiple Dimensions.mp4 69.5 MB
  • 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/6 -Why is the Gradient the Direction of Steepest Ascent.mp4 69.2 MB
  • 3 - Limits/1 -What Are Limits.mp4 65.8 MB
  • 6 - Applications of Differentiation/10 -Newton's Method in Python.mp4 63.8 MB
  • 5 - Derivative Rules/1 -Power Rule.mp4 63.7 MB
  • 3 - Limits/5 -Indeterminate Forms.mp4 63.5 MB
  • 7 - Integration (Calculus 2)/6 -Exercises Definite Integrals.mp4 63.1 MB
  • 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/1 -Functions of Multiple Variables.mp4 60.4 MB
  • 7 - Integration (Calculus 2)/8 -Exercises Improper Integrals.mp4 59.5 MB
  • 7 - Integration (Calculus 2)/7 -Exercises Indefinite Integrals.mp4 58.5 MB
  • 5 - Derivative Rules/8 -Exercises Product and Quotient Rules.mp4 57.0 MB
  • 6 - Applications of Differentiation/1 -Finding the Minimum Maximum.mp4 56.8 MB
  • 9 - Setting Up Your Environment (AppendixFAQ by Student Request)/2 -Anaconda Environment Setup.mp4 55.2 MB
  • 5 - Derivative Rules/17 -Trigonometric Functions (Optional).mp4 55.1 MB
  • 7 - Integration (Calculus 2)/2 -Area Under Curve.mp4 51.2 MB
  • 5 - Derivative Rules/2 -Constant Multiple, Addition, Subtraction Rules.mp4 51.1 MB
  • 6 - Applications of Differentiation/2 -Minimum Maximum Clarifications and Examples.mp4 49.0 MB
  • 5 - Derivative Rules/9 -Implicit Differentiation.mp4 47.0 MB
  • 5 - Derivative Rules/6 -Exercises Chain Rule.mp4 46.2 MB
  • 7 - Integration (Calculus 2)/9 -Numerical Integration in Python.mp4 45.5 MB
  • 5 - Derivative Rules/13 -Exercise Derivatives of Hyperbolic Functions.mp4 45.2 MB
  • 5 - Derivative Rules/3 -Exponent Rule.mp4 45.1 MB
  • 6 - Applications of Differentiation/9 -Newton's Method.mp4 43.7 MB
  • 7 - Integration (Calculus 2)/4 -Fundamental Theorem of Calculus (pt 2).mp4 43.5 MB
  • 6 - Applications of Differentiation/6 -Exercise Gaussian 1.mp4 43.3 MB
  • 5 - Derivative Rules/18 -Inverse Trigonometric Functions (Optional).mp4 42.8 MB
  • 11 - Appendix FAQ Finale/2 -BONUS.mp4 42.4 MB
  • 3 - Limits/6 -Limits in Python.mp4 40.8 MB
  • 10 - Effective Learning Strategies (AppendixFAQ by Student Request)/3 -Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4 40.7 MB
  • 5 - Derivative Rules/10 -Logarithm Rule.mp4 40.7 MB
  • 4 - Derivatives From First Principles/7 -Alternate Notations & Higher Order Derivatives.mp4 38.9 MB
  • 1 - Introduction and Outline/2 -Outline.mp4 37.9 MB
  • 5 - Derivative Rules/12 -Logarithmic Differentiation.mp4 36.9 MB
  • 3 - Limits/8 -Limits Section Summary.mp4 36.5 MB
  • 7 - Integration (Calculus 2)/5 -Definite and Indefinite Integrals.mp4 36.1 MB
  • 5 - Derivative Rules/14 -Exercise Sum of Polynomials.mp4 35.9 MB
  • 5 - Derivative Rules/15 -Exercise Gaussian Variance.mp4 35.0 MB
  • 5 - Derivative Rules/11 -Implicit Differentiation Applications.mp4 34.4 MB
  • 3 - Limits/2 -Precise Definition of Limit (Optional).mp4 33.9 MB
  • 5 - Derivative Rules/4 -Exponent Rule (continued).mp4 31.6 MB
  • 6 - Applications of Differentiation/8 -l'Hopital's Rule.mp4 31.4 MB
  • 7 - Integration (Calculus 2)/1 -Integrals Section Introduction.mp4 30.4 MB
  • 4 - Derivatives From First Principles/9 -Derivatives Section Summary.mp4 30.3 MB
  • 3 - Limits/4 -Infinities and Asymptotes.mp4 29.8 MB
  • 6 - Applications of Differentiation/5 -Exercise Entropy.mp4 29.6 MB
  • 6 - Applications of Differentiation/7 -Exercise Gaussian 2.mp4 28.4 MB
  • 5 - Derivative Rules/16 -Exercise Entropy.mp4 28.3 MB
  • 5 - Derivative Rules/19 -Derivative Rules Section Summary.mp4 28.3 MB
  • 1 - Introduction and Outline/1 -Introduction.mp4 26.6 MB
  • 4 - Derivatives From First Principles/6 -Exercise Root.mp4 26.6 MB
  • 9 - Setting Up Your Environment (AppendixFAQ by Student Request)/4 -Where To Get the Code Troubleshooting.mp4 25.4 MB
  • 6 - Applications of Differentiation/11 -Applications Section Summary.mp4 25.3 MB
  • 7 - Integration (Calculus 2)/10 -Integration Section Summary.mp4 24.1 MB
  • 9 - Setting Up Your Environment (AppendixFAQ by Student Request)/1 -Pre-Installation Check.mp4 23.8 MB
  • 1 - Introduction and Outline/4 -Where to Get the Code.mp4 23.6 MB
  • 6 - Applications of Differentiation/4 -Exercise Minimums and Maximums.mp4 22.1 MB
  • 3 - Limits/3 -Limit Laws.mp4 20.6 MB
  • 6 - Applications of Differentiation/3 -Second Derivative Test.mp4 20.3 MB
  • 3 - Limits/7 -Limits with Plotting in Python.mp4 19.6 MB
  • 4 - Derivatives From First Principles/8 -Derivative Checking in Python.mp4 17.3 MB
  • 11 - Appendix FAQ Finale/1 -What is the Appendix.mp4 17.0 MB
  • 1 - Introduction and Outline/3 -How to Succeed in this Course.mp4 17.0 MB
  • 4 - Derivatives From First Principles/4 -Exercise Cubic.mp4 15.7 MB
  • 4 - Derivatives From First Principles/5 -Exercise Reciprocal.mp4 14.4 MB
  • 4 - Derivatives From First Principles/3 -Exercise Quadratic.mp4 14.4 MB
  • 10 - Effective Learning Strategies (AppendixFAQ by Student Request)/3 -Is this for Beginners or Experts Academic or Practical Fast or slow-paced.en_US.vtt 28.9 kB
  • 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/8 -Optimization and Lagrange Multipliers (pt 1).en_US.vtt 25.9 kB
  • 2 - Review/1 -Functions Review.en_US.vtt 22.7 kB
  • 10 - Effective Learning Strategies (AppendixFAQ by Student Request)/2 -Can YouTube Teach Me Calculus (Optional).en_US.vtt 21.8 kB
  • 10 - Effective Learning Strategies (AppendixFAQ by Student Request)/5 -What order should I take your courses in (part 2).en_US.vtt 21.4 kB
  • 10 - Effective Learning Strategies (AppendixFAQ by Student Request)/1 -Math Order for Machine Learning & Data Science.en_US.vtt 20.7 kB
  • 5 - Derivative Rules/5 -Chain Rule.en_US.vtt 18.5 kB
  • 7 - Integration (Calculus 2)/3 -Fundamental Theorem of Calculus (pt 1).en_US.vtt 18.1 kB
  • 4 - Derivatives From First Principles/1 -Slopes, Tangent Lines, and Derivatives.en_US.vtt 18.0 kB
  • 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/3 -The Gradient.en_US.vtt 18.0 kB
  • 9 - Setting Up Your Environment (AppendixFAQ by Student Request)/2 -Anaconda Environment Setup.en_US.vtt 17.8 kB
  • 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/2 -Partial Differentiation.en_US.vtt 17.7 kB
  • 5 - Derivative Rules/7 -Product and Quotient Rules.en_US.vtt 16.9 kB
  • 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/9 -Optimization and Lagrange Multipliers (pt 2).en_US.vtt 16.1 kB
  • 10 - Effective Learning Strategies (AppendixFAQ by Student Request)/4 -What order should I take your courses in (part 1).en_US.vtt 14.8 kB
  • 9 - Setting Up Your Environment (AppendixFAQ by Student Request)/5 -How to use Github & Extra Coding Tips (Optional).en_US.vtt 14.2 kB
  • 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/4 -The Jacobian and Hessian.en_US.vtt 14.0 kB
  • 3 - Limits/1 -What Are Limits.en_US.vtt 13.7 kB
  • 9 - Setting Up Your Environment (AppendixFAQ by Student Request)/3 -How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.en_US.vtt 13.6 kB
  • 7 - Integration (Calculus 2)/6 -Exercises Definite Integrals.en_US.vtt 13.3 kB
  • 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/5 -Differentials and Chain Rule in Multiple Dimensions.en_US.vtt 13.0 kB
  • 7 - Integration (Calculus 2)/8 -Exercises Improper Integrals.en_US.vtt 13.0 kB
  • 7 - Integration (Calculus 2)/7 -Exercises Indefinite Integrals.en_US.vtt 12.7 kB
  • 3 - Limits/5 -Indeterminate Forms.en_US.vtt 12.3 kB
  • 2 - Review/2 -Functions Review in Python.en_US.vtt 12.1 kB
  • 4 - Derivatives From First Principles/2 -More On Tangent Lines, Derivative Checking.en_US.vtt 12.0 kB
  • 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/1 -Functions of Multiple Variables.en_US.vtt 12.0 kB
  • 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/6 -Why is the Gradient the Direction of Steepest Ascent.en_US.vtt 11.9 kB
  • 6 - Applications of Differentiation/1 -Finding the Minimum Maximum.en_US.vtt 11.6 kB
  • 5 - Derivative Rules/1 -Power Rule.en_US.vtt 11.0 kB
  • 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/7 -Steepest Ascent in Python.en_US.vtt 10.9 kB
  • 5 - Derivative Rules/8 -Exercises Product and Quotient Rules.en_US.vtt 10.4 kB
  • 1 - Introduction and Outline/2 -Outline.en_US.vtt 10.0 kB
  • 8 - Vector Calculus in Multiple Dimensions (Calculus 3)/10 -Vector Calculus Section Summary.en_US.vtt 9.9 kB
  • 5 - Derivative Rules/6 -Exercises Chain Rule.en_US.vtt 9.9 kB
  • 5 - Derivative Rules/17 -Trigonometric Functions (Optional).en_US.vtt 9.8 kB
  • 5 - Derivative Rules/9 -Implicit Differentiation.en_US.vtt 9.1 kB
  • 7 - Integration (Calculus 2)/2 -Area Under Curve.en_US.vtt 9.0 kB
  • 6 - Applications of Differentiation/10 -Newton's Method in Python.en_US.vtt 8.7 kB
  • 5 - Derivative Rules/18 -Inverse Trigonometric Functions (Optional).en_US.vtt 8.5 kB
  • 3 - Limits/6 -Limits in Python.en_US.vtt 8.4 kB
  • 6 - Applications of Differentiation/2 -Minimum Maximum Clarifications and Examples.en_US.vtt 8.3 kB
  • 6 - Applications of Differentiation/6 -Exercise Gaussian 1.en_US.vtt 8.1 kB
  • 7 - Integration (Calculus 2)/1 -Integrals Section Introduction.en_US.vtt 8.1 kB
  • 7 - Integration (Calculus 2)/9 -Numerical Integration in Python.en_US.vtt 8.0 kB
  • 6 - Applications of Differentiation/9 -Newton's Method.en_US.vtt 8.0 kB
  • 5 - Derivative Rules/2 -Constant Multiple, Addition, Subtraction Rules.en_US.vtt 7.8 kB
  • 5 - Derivative Rules/3 -Exponent Rule.en_US.vtt 7.6 kB
  • 5 - Derivative Rules/14 -Exercise Sum of Polynomials.en_US.vtt 7.5 kB
  • 5 - Derivative Rules/13 -Exercise Derivatives of Hyperbolic Functions.en_US.vtt 7.4 kB
  • 4 - Derivatives From First Principles/7 -Alternate Notations & Higher Order Derivatives.en_US.vtt 7.3 kB
  • 11 - Appendix FAQ Finale/2 -BONUS.en_US.vtt 7.2 kB
  • 5 - Derivative Rules/12 -Logarithmic Differentiation.en_US.vtt 7.0 kB
  • 5 - Derivative Rules/15 -Exercise Gaussian Variance.en_US.vtt 6.7 kB
  • 5 - Derivative Rules/16 -Exercise Entropy.en_US.vtt 6.4 kB
  • 1 - Introduction and Outline/4 -Where to Get the Code.en_US.vtt 6.1 kB
  • 7 - Integration (Calculus 2)/4 -Fundamental Theorem of Calculus (pt 2).en_US.vtt 6.1 kB
  • 7 - Integration (Calculus 2)/5 -Definite and Indefinite Integrals.en_US.vtt 6.0 kB
  • 3 - Limits/4 -Infinities and Asymptotes.en_US.vtt 6.0 kB
  • 5 - Derivative Rules/4 -Exponent Rule (continued).en_US.vtt 5.9 kB
  • 6 - Applications of Differentiation/5 -Exercise Entropy.en_US.vtt 5.9 kB
  • 3 - Limits/2 -Precise Definition of Limit (Optional).en_US.vtt 5.9 kB
  • 9 - Setting Up Your Environment (AppendixFAQ by Student Request)/1 -Pre-Installation Check.en_US.vtt 5.8 kB
  • 5 - Derivative Rules/11 -Implicit Differentiation Applications.en_US.vtt 5.8 kB
  • 6 - Applications of Differentiation/8 -l'Hopital's Rule.en_US.vtt 5.8 kB
  • 5 - Derivative Rules/10 -Logarithm Rule.en_US.vtt 5.7 kB
  • 6 - Applications of Differentiation/7 -Exercise Gaussian 2.en_US.vtt 5.7 kB
  • 4 - Derivatives From First Principles/9 -Derivatives Section Summary.en_US.vtt 5.3 kB
  • 5 - Derivative Rules/19 -Derivative Rules Section Summary.en_US.vtt 5.3 kB
  • 4 - Derivatives From First Principles/6 -Exercise Root.en_US.vtt 5.3 kB
  • 1 - Introduction and Outline/1 -Introduction.en_US.vtt 5.2 kB
  • 9 - Setting Up Your Environment (AppendixFAQ by Student Request)/4 -Where To Get the Code Troubleshooting.en_US.vtt 5.2 kB
  • 6 - Applications of Differentiation/4 -Exercise Minimums and Maximums.en_US.vtt 5.2 kB
  • 1 - Introduction and Outline/3 -How to Succeed in this Course.en_US.vtt 4.0 kB
  • 3 - Limits/8 -Limits Section Summary.en_US.vtt 3.9 kB
  • 3 - Limits/3 -Limit Laws.en_US.vtt 3.7 kB
  • 7 - Integration (Calculus 2)/10 -Integration Section Summary.en_US.vtt 3.7 kB
  • 3 - Limits/7 -Limits with Plotting in Python.en_US.vtt 3.6 kB
  • 4 - Derivatives From First Principles/4 -Exercise Cubic.en_US.vtt 3.6 kB
  • 6 - Applications of Differentiation/11 -Applications Section Summary.en_US.vtt 3.5 kB
  • 11 - Appendix FAQ Finale/1 -What is the Appendix.en_US.vtt 3.4 kB
  • 6 - Applications of Differentiation/3 -Second Derivative Test.en_US.vtt 3.3 kB
  • 4 - Derivatives From First Principles/3 -Exercise Quadratic.en_US.vtt 3.2 kB
  • 4 - Derivatives From First Principles/8 -Derivative Checking in Python.en_US.vtt 3.1 kB
  • 4 - Derivatives From First Principles/5 -Exercise Reciprocal.en_US.vtt 2.7 kB
  • 1 - Introduction and Outline/4 -Github Link.url 103 Bytes
  • 1 - Introduction and Outline/4 -Code Link.url 90 Bytes

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