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Math for Programmers
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tuts756
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7B047B8D7B7F4D33418E3CBAC9BA0F1D28B3B3CA




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Description

A gentle introduction to some of the most useful mathematical concepts that should be in your developer toolbox.
Christopher Haupt, New Relic

To score a job in data science, machine learning, computer graphics, and cryptography, you need to bring strong math skills to the party. Math for Programmers teaches the math you need for these hot careers, concentrating on what you need to know as a developer. Filled with lots of helpful graphics and more than 200 exercises and mini-projects, this book unlocks the door to interesting–and lucrative!–careers in some of today’s hottest programming fields.
about the technology

Skip the mathematical jargon: This one-of-a-kind book uses Python to teach the math you need to build games, simulations, 3D graphics, and machine learning algorithms. Discover how algebra and calculus come alive when you see them in code!
about the book

In Math for Programmers you’ll explore important mathematical concepts through hands-on coding. Filled with graphics and more than 200 exercises and mini-projects, this book unlocks the door to interesting–and lucrative!–careers in some of today’s hottest fields. As you tackle the basics of linear algebra, calculus, and machine learning, you’ll master the key Python libraries used to turn them into real-world software applications.
what’s inside

    Vector geometry for computer graphics
    Matrices and linear transformations
    Core concepts from calculus
    Simulation and optimization
    Image and audio processing
    Machine learning algorithms for regression and classification

about the audience

For programmers with basic skills in algebra.
about the author

Paul Orland is a programmer, software entrepreneur, and math enthusiast. He is co-founder of Tachyus, a start-up building predictive analytics software for the energy industry. You can find him online at www.paulor.landA rigorous yet approachable overview of the mathematics that underpin a number of modern programming domains.
Dan Sheikh, BCG Digital Ventures

Engaging, practical, recommend for all levels.
Vincent Zhu, rethinkxsocial.com

It provides a bridge for programmers who need to brush up on their math skills, and does a nice job of making the math less mysterious and more approachable.
Robert Walsh, Excalibur Solutions

Released November 2020

[TutsNode.com] - Math for Programmers Video edition/54 - Chapter 7. Changing basis by solving linear equations.mp479.06 MiB
TutsNode.com.txt63 B
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[TutsNode.com] - Math for Programmers Video edition/102 - Chapter 14. Fitting a nonlinear function.mp476.52 MiB
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[TutsNode.com] - Math for Programmers Video edition/10 - Chapter 2. Subtraction, displacement, and distance.mp474 MiB
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[TutsNode.com] - Math for Programmers Video edition/79 - Chapter 11. Finding the steepness of a graph with the gradient.mp473.75 MiB
.pad/3250.96 KiB
[TutsNode.com] - Math for Programmers Video edition/52 - Chapter 7. Studying hyperplanes algebraically.mp473.49 MiB
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[TutsNode.com] - Math for Programmers Video edition/35 - Chapter 5. Translating 3D objects in a 4D world.mp471.97 MiB
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[TutsNode.com] - Math for Programmers Video edition/111 - Chapter 15. Testing and understanding the best logistic classifier.mp471.85 MiB
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[TutsNode.com] - Math for Programmers Video edition/5 - Chapter 1. Using your well-trained left brain.mp471.63 MiB
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[TutsNode.com] - Math for Programmers Video edition/119 - Chapter 16. Calculating gradients with backpropagation.mp471.48 MiB
.pad/8532.12 KiB
[TutsNode.com] - Math for Programmers Video edition/13 - Chapter 2. Transforming collections of vectors.mp467.12 MiB
.pad/9902.96 KiB
[TutsNode.com] - Math for Programmers Video edition/48 - Chapter 7. Finding intersection points of lines.mp466.71 MiB
.pad/10299.69 KiB
[TutsNode.com] - Math for Programmers Video edition/26 - Chapter 4. Why linear transformations.mp464.27 MiB
.pad/11746.25 KiB
[TutsNode.com] - Math for Programmers Video edition/89 - Chapter 13. Playing sound waves in Python.mp463.65 MiB
.pad/12355.26 KiB
[TutsNode.com] - Math for Programmers Video edition/67 - Chapter 10. Modeling algebraic expressions.mp463.2 MiB
.pad/13814.85 KiB
[TutsNode.com] - Math for Programmers Video edition/90 - Chapter 13. Turning a sinusoidal wave into a sound.mp462.87 MiB
.pad/14130.9 KiB
[TutsNode.com] - Math for Programmers Video edition/72 - Chapter 10. Taking derivatives automatically.mp461.66 MiB
.pad/15344.08 KiB
[TutsNode.com] - Math for Programmers Video edition/109 - Chapter 15. Measuring the quality of fit for a logistic function.mp461.44 MiB
.pad/16577.08 KiB
[TutsNode.com] - Math for Programmers Video edition/30 - Chapter 5. Implementing matrix multiplication.mp460.82 MiB
.pad/17188.73 KiB
[TutsNode.com] - Math for Programmers Video edition/62 - Chapter 9. Simulating moving objects.mp460.62 MiB
.pad/18384.35 KiB
[TutsNode.com] - Math for Programmers Video edition/2 - Chapter 1. Finding a good deal.mp459.52 MiB
.pad/19491.46 KiB
[TutsNode.com] - Math for Programmers Video edition/27 - Chapter 4. Exercises.mp459.28 MiB
.pad/20741.91 KiB
[TutsNode.com] - Math for Programmers Video edition/58 - Chapter 8. Approximating instantaneous flow rates.mp458.47 MiB
.pad/21537.94 KiB
[TutsNode.com] - Math for Programmers Video edition/116 - Chapter 16. Building a neural network in Python.mp457.86 MiB
.pad/22143.54 KiB
[TutsNode.com] - Math for Programmers Video edition/95 - Chapter 13. Fourier coefficients for other waveforms.mp457.58 MiB
.pad/23430.28 KiB
[TutsNode.com] - Math for Programmers Video edition/29 - Chapter 5. Multiplying a matrix with a vector.mp457.4 MiB
.pad/24619.39 KiB
[TutsNode.com] - Math for Programmers Video edition/87 - Chapter 12. Implementing gradient ascent.mp457.06 MiB
.pad/25963.86 KiB
[TutsNode.com] - Math for Programmers Video edition/56 - Chapter 8. Understanding rates of change.mp456.68 MiB
.pad/26326.11 KiB
[TutsNode.com] - Math for Programmers Video edition/47 - Chapter 7. Solving systems of linear equations.mp456.31 MiB
.pad/27702.92 KiB
[TutsNode.com] - Math for Programmers Video edition/14 - Chapter 3. Ascending to the 3D world.mp455.68 MiB
.pad/28323.33 KiB
[TutsNode.com] - Math for Programmers Video edition/68 - Chapter 10. Putting a symbolic expression to work.mp455.12 MiB
.pad/29898.9 KiB
[TutsNode.com] - Math for Programmers Video edition/9 - Chapter 2. Plane vector arithmetic.mp454.97 MiB
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[TutsNode.com] - Math for Programmers Video edition/12 - Chapter 2. From components back to angles.mp454.67 MiB
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[TutsNode.com] - Math for Programmers Video edition/21 - Chapter 3. Rendering a 3D object in 2D.mp454.66 MiB
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[TutsNode.com] - Math for Programmers Video edition/115 - Chapter 16. Calculating activations.mp453.91 MiB
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[TutsNode.com] - Math for Programmers Video edition/20 - Chapter 3. Finding the length of the cross product.mp453.9 MiB
.pad/34100.11 KiB
[TutsNode.com] - Math for Programmers Video edition/112 - Chapter 16. Training neural networks.mp453.44 MiB
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[TutsNode.com] - Math for Programmers Video edition/24 - Chapter 4. Rotating an object about an axis.mp453 MiB
.pad/361022.09 KiB
[TutsNode.com] - Math for Programmers Video edition/46 - Chapter 6. Exercises.mp452.69 MiB
.pad/37312.67 KiB
[TutsNode.com] - Math for Programmers Video edition/11 - Chapter 2. Angles and trigonometry in the plane.mp451.24 MiB
.pad/38777.3 KiB
[TutsNode.com] - Math for Programmers Video edition/1 - Chapter 1. Learning math with code.mp451.04 MiB
.pad/39985.2 KiB
[TutsNode.com] - Math for Programmers Video edition/94 - Chapter 13. Defining an inner product for periodic functions.mp450.64 MiB
.pad/40369.12 KiB
[TutsNode.com] - Math for Programmers Video edition/81 - Chapter 12. Testing a projectile simulation.mp450.2 MiB
.pad/41821.26 KiB
[TutsNode.com] - Math for Programmers Video edition/86 - Chapter 12. Optimizing range using gradient ascent.mp450.13 MiB
.pad/42891.22 KiB
[TutsNode.com] - Math for Programmers Video edition/38 - Chapter 6. Building a vector base class.mp449.83 MiB
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[TutsNode.com] - Math for Programmers Video edition/106 - Chapter 15. Framing classification as a regression problem.mp449.67 MiB
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[TutsNode.com] - Math for Programmers Video edition/59 - Chapter 8. Approximating the change in volume.mp449.47 MiB
.pad/45545.49 KiB
[TutsNode.com] - Math for Programmers Video edition/85 - Chapter 12. Solving for the range of the projectile in 3D.mp449.29 MiB
.pad/46729.71 KiB
[TutsNode.com] - Math for Programmers Video edition/22 - Chapter 4. Transforming vectors and graphics.mp448.77 MiB
.pad/47237.97 KiB
[TutsNode.com] - Math for Programmers Video edition/32 - Chapter 5. Viewing square and non-square matrices as vector functions.mp448.23 MiB
.pad/48787.83 KiB
[TutsNode.com] - Math for Programmers Video edition/113 - Chapter 16. Classifying images of handwritten digits.mp448.07 MiB
.pad/49952.91 KiB
[TutsNode.com] - Math for Programmers Video edition/114 - Chapter 16. Designing a neural network.mp448.05 MiB
.pad/50975.48 KiB
[TutsNode.com] - Math for Programmers Video edition/42 - Chapter 6. Manipulating images with vector operations.mp447.86 MiB
.pad/51140.75 KiB
[TutsNode.com] - Math for Programmers Video edition/78 - Chapter 11. Connecting energy and forces with the gradient.mp447.45 MiB
.pad/52562.89 KiB
[TutsNode.com] - Math for Programmers Video edition/45 - Chapter 6. Finding subspaces of the vector space of functions.mp447.32 MiB
.pad/53696.44 KiB
[TutsNode.com] - Math for Programmers Video edition/123 - Appendix B. Working with functions.mp447.21 MiB
.pad/54811.17 KiB
[TutsNode.com] - Math for Programmers Video edition/101 - Chapter 14. Finding the line of best fit using gradient descent.mp447.09 MiB
.pad/55932.81 KiB
[TutsNode.com] - Math for Programmers Video edition/18 - Chapter 3. Measuring angles with the dot product.mp447 MiB
.pad/561023.15 KiB
[TutsNode.com] - Math for Programmers Video edition/83 - Chapter 12. Solving for the maximum range.mp446.88 MiB
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[TutsNode.com] - Math for Programmers Video edition/100 - Chapter 14. Exploring spaces of functions.mp446.83 MiB
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[TutsNode.com] - Math for Programmers Video edition/4 - Chapter 1. How not to learn math.mp446.63 MiB
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[TutsNode.com] - Math for Programmers Video edition/7 - Chapter 2. Drawing with 2D vectors.mp445.68 MiB
.pad/60328.15 KiB
[TutsNode.com] - Math for Programmers Video edition/105 - Chapter 15. Picturing a decision boundary.mp445.59 MiB
.pad/61420.51 KiB
[TutsNode.com] - Math for Programmers Video edition/82 - Chapter 12. Calculating the optimal range.mp445.05 MiB
.pad/62970.43 KiB
[TutsNode.com] - Math for Programmers Video edition/66 - Chapter 10. Working with symbolic expressions.mp444.89 MiB
.pad/63112.68 KiB
[TutsNode.com] - Math for Programmers Video edition/74 - Chapter 11. Simulating force fields.mp444.56 MiB
.pad/64451.17 KiB
[TutsNode.com] - Math for Programmers Video edition/117 - Chapter 16. Training a neural network using gradient descent.mp444.22 MiB
.pad/65800.81 KiB
[TutsNode.com] - Math for Programmers Video edition/97 - Chapter 14. Fitting functions to data.mp444.2 MiB
.pad/66818.31 KiB
[TutsNode.com] - Math for Programmers Video edition/17 - Chapter 3. The dot product - Measuring vector alignment.mp443.98 MiB
.pad/6720.97 KiB
[TutsNode.com] - Math for Programmers Video edition/61 - Chapter 8. Improving the approximation.mp443.94 MiB
.pad/6865.54 KiB
[TutsNode.com] - Math for Programmers Video edition/33 - Chapter 5. Composing linear maps.mp443.56 MiB
.pad/69445.52 KiB
[TutsNode.com] - Math for Programmers Video edition/44 - Chapter 6. Spanning a bigger space.mp443.45 MiB
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[TutsNode.com] - Math for Programmers Video edition/50 - Chapter 7. Identifying unsolvable systems.mp443.33 MiB
.pad/71688.59 KiB
[TutsNode.com] - Math for Programmers Video edition/71 - Chapter 10. Derivatives of some special functions.mp443.33 MiB
.pad/72691.12 KiB
[TutsNode.com] - Math for Programmers Video edition/34 - Chapter 5. Translating vectors with matrices.mp442.54 MiB
.pad/73469.03 KiB
[TutsNode.com] - Math for Programmers Video edition/76 - Chapter 11. Adding gravity to the asteroid game.mp441.65 MiB
.pad/74357.8 KiB
[TutsNode.com] - Math for Programmers Video edition/51 - Chapter 7. Generalizing linear equations to higher dimensions.mp441.43 MiB
.pad/75586.81 KiB
[TutsNode.com] - Math for Programmers Video edition/104 - Chapter 15. Testing a classification function on real data.mp441.15 MiB
.pad/76875.07 KiB
[TutsNode.com] - Math for Programmers Video edition/41 - Chapter 6. Treating functions as vectors.mp440.95 MiB
.pad/7746.72 KiB
[TutsNode.com] - Math for Programmers Video edition/93 - Chapter 13. Decomposing a sound wave into its Fourier series.mp440.47 MiB
.pad/78540.12 KiB
[TutsNode.com] - Math for Programmers Video edition/65 - Chapter 9. Running Euler’s method with smaller time steps.mp440.43 MiB
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[TutsNode.com] - Math for Programmers Video edition/69 - Chapter 10. Expanding an expression.mp440.15 MiB
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[TutsNode.com] - Math for Programmers Video edition/121 - Appendix B. Collections of data in Python.mp439.91 MiB
.pad/8191.14 KiB
[TutsNode.com] - Math for Programmers Video edition/98 - Chapter 14. Measuring the quality of fit for a function.mp439.84 MiB
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[TutsNode.com] - Math for Programmers Video edition/107 - Chapter 15. Introducing the sigmoid function.mp439.75 MiB
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[TutsNode.com] - Math for Programmers Video edition/122 - Appendix B. Generators.mp439.6 MiB
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[TutsNode.com] - Math for Programmers Video edition/15 - Chapter 3. Vector arithmetic in 3D.mp439.59 MiB
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[TutsNode.com] - Math for Programmers Video edition/40 - Chapter 6. Exploring different vector spaces.mp439.51 MiB
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[TutsNode.com] - Math for Programmers Video edition/16 - Chapter 3. Computing angles and directions.mp439.2 MiB
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[TutsNode.com] - Math for Programmers Video edition/31 - Chapter 5. Interpreting matrices of different shapes.mp439.08 MiB
.pad/88939.25 KiB
[TutsNode.com] - Math for Programmers Video edition/19 - Chapter 3. The cross product - Measuring oriented area.mp439.08 MiB
.pad/89939.89 KiB
[TutsNode.com] - Math for Programmers Video edition/49 - Chapter 7. Linear equations in matrix notation.mp439.02 MiB
.pad/90999.14 KiB
[TutsNode.com] - Math for Programmers Video edition/60 - Chapter 8. Plotting the volume over time.mp438.72 MiB
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[TutsNode.com] - Math for Programmers Video edition/70 - Chapter 10. Finding the derivative of a function.mp438.35 MiB
.pad/92665.7 KiB
[TutsNode.com] - Math for Programmers Video edition/88 - Chapter 13. Analyzing sound waves with a Fourier series.mp438.31 MiB
.pad/93710.97 KiB
[TutsNode.com] - Math for Programmers Video edition/25 - Chapter 4. Linear transformations.mp438.21 MiB
.pad/94813.48 KiB
[TutsNode.com] - Math for Programmers Video edition/43 - Chapter 6. Looking for smaller vector spaces.mp438.03 MiB
.pad/95991.11 KiB
[TutsNode.com] - Math for Programmers Video edition/92 - Chapter 13. Building a linear combination of sinusoids.mp437.88 MiB
.pad/96117.77 KiB
[TutsNode.com] - Math for Programmers Video edition/73 - Chapter 10. Integrating functions symbolically.mp437.83 MiB
.pad/97169.45 KiB
[TutsNode.com] - Math for Programmers Video edition/110 - Chapter 15. Finding the best logistic function.mp437.52 MiB
.pad/98494.26 KiB
[TutsNode.com] - Math for Programmers Video edition/103 - Chapter 15. Classifying data with logistic regression.mp437.31 MiB
.pad/99708.38 KiB
[TutsNode.com] - Math for Programmers Video edition/80 - Chapter 12. Optimizing a physical system.mp437.14 MiB
.pad/100878.1 KiB
[TutsNode.com] - Math for Programmers Video edition/77 - Chapter 11. Introducing potential energy.mp436.75 MiB
.pad/101251.29 KiB
[TutsNode.com] - Math for Programmers Video edition/108 - Chapter 15. Exploring possible logistic functions.mp436.15 MiB
.pad/102869.45 KiB
[TutsNode.com] - Math for Programmers Video edition/53 - Chapter 7. Exercises.mp435.82 MiB
.pad/103185.85 KiB
[TutsNode.com] - Math for Programmers Video edition/64 - Chapter 9. Digging deeper into Euler’s method.mp434.3 MiB
.pad/104721.26 KiB
[TutsNode.com] - Math for Programmers Video edition/28 - Chapter 5. Computing transformations with matrices.mp434.29 MiB
.pad/105723.1 KiB
[TutsNode.com] - Math for Programmers Video edition/57 - Chapter 8. Plotting the average flow rate over time.mp433.99 MiB
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[TutsNode.com] - Math for Programmers Video edition/120 - Appendix B. Python tips and tricks.mp433.91 MiB
.pad/10789.78 KiB
[TutsNode.com] - Math for Programmers Video edition/84 - Chapter 12. Enhancing our simulation.mp432.56 MiB
.pad/108450.97 KiB
[TutsNode.com] - Math for Programmers Video edition/39 - Chapter 6. Unit testing vector space classes.mp431.97 MiB
.pad/10926.99 KiB
[TutsNode.com] - Math for Programmers Video edition/63 - Chapter 9. Simulating acceleration.mp431.84 MiB
.pad/110167.34 KiB
[TutsNode.com] - Math for Programmers Video edition/3 - Chapter 1. Modeling the physical world.mp431.55 MiB
.pad/111458.12 KiB
[TutsNode.com] - Math for Programmers Video edition/55 - Part 2. Calculus and physical simulation.mp431.37 MiB
.pad/112648.51 KiB
[TutsNode.com] - Math for Programmers Video edition/118 - Chapter 16. Automatic training with scikit-learn.mp430.77 MiB
.pad/113240.1 KiB
[TutsNode.com] - Math for Programmers Video edition/91 - Chapter 13. Combining sound waves to make new ones.mp430.33 MiB
.pad/114681.8 KiB
[TutsNode.com] - Math for Programmers Video edition/8 - Chapter 2. 2D drawing in Python.mp430.09 MiB
.pad/115934.42 KiB
[TutsNode.com] - Math for Programmers Video edition/23 - Chapter 4. Composing vector transformations.mp429.89 MiB
.pad/116108.65 KiB
[TutsNode.com] - Math for Programmers Video edition/99 - Chapter 14. Calculating cost for car price functions.mp429.73 MiB
.pad/117273.63 KiB
[TutsNode.com] - Math for Programmers Video edition/124 - Appendix B. Plotting data with Matplotlib.mp429.67 MiB
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[TutsNode.com] - Math for Programmers Video edition/126 - Appendix B. Operator overloading.mp428.49 MiB
.pad/119526.62 KiB
[TutsNode.com] - Math for Programmers Video edition/37 - Chapter 6. Improving the Vec2 class.mp427.24 MiB
.pad/120776.69 KiB
[TutsNode.com] - Math for Programmers Video edition/75 - Chapter 11. Modeling gravitational fields.mp426.43 MiB
.pad/121583.59 KiB
[TutsNode.com] - Math for Programmers Video edition/125 - Appendix B. Object-oriented programming in Python.mp426.41 MiB
.pad/122601.02 KiB
[TutsNode.com] - Math for Programmers Video edition/96 - Part 3. Machine learning applications.mp426.14 MiB
.pad/123879.33 KiB
[TutsNode.com] - Math for Programmers Video edition/6 - Part 1. Vectors and graphics.mp423.03 MiB