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[Tutorialsplanet.NET] Udemy - Master Python programming by solving scientific projects
magnet:?xt=urn:btih:899a2029dd61cbf48ce1d5815848b7fa25cbf074&dn=[Tutorialsplanet.NET] Udemy - Master Python programming by solving scientific projects
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文件列表详情
899a2029dd61cbf48ce1d5815848b7fa25cbf074
infohash:
168
文件数量
12.73 GB
文件大小
2022-8-11 21:15
创建日期
2024-7-22 11:51
最后访问
相关分词
Tutorialsplanet
NET
Udemy
-
Master
Python
programming
by
solving
scientific
projects
01 - Introductions/001 Prerequisites and how to rock this course.mp4 44.15 MB
01 - Introductions/002 Code a Sierpinski triangle!.mp4 58 MB
01 - Introductions/003 Python via Google colab.mp4 33.3 MB
01 - Introductions/004 Local Jupyter notebooks via Anaconda.mp4 32.1 MB
01 - Introductions/005 Using the Q&A forum.mp4 35.25 MB
01 - Introductions/006 Index of functions in the course.mp4 52.27 MB
03 - Data types/001 Variables.mp4 74.64 MB
03 - Data types/002 Math operators.mp4 48.49 MB
03 - Data types/003 Printing and inputting.mp4 63.96 MB
03 - Data types/004 Lists.mp4 74.71 MB
03 - Data types/005 Tuples.mp4 37.02 MB
03 - Data types/006 Booleans.mp4 75.43 MB
03 - Data types/007 Dictionaries.mp4 68.74 MB
04 - Indexing and slicing/001 Indexing.mp4 52.8 MB
04 - Indexing and slicing/002 Slicing.mp4 38.63 MB
05 - Functions/001 Inputs and outputs.mp4 24.5 MB
05 - Functions/002 Python libraries (numpy).mp4 64.47 MB
05 - Functions/003 Python libraries (pandas).mp4 89.86 MB
05 - Functions/004 Getting help on functions.mp4 46.6 MB
05 - Functions/005 Creating functions.mp4 99.77 MB
05 - Functions/006 Global and local variable scopes.mp4 62.65 MB
05 - Functions/007 Classes and object-oriented programming.mp4 79.21 MB
06 - Flow control/001 If-else statements.mp4 152.79 MB
06 - Flow control/002 For loops.mp4 89.35 MB
06 - Flow control/003 Continue.mp4 32.8 MB
06 - Flow control/004 While loops.mp4 106.71 MB
06 - Flow control/005 Initializing variables.mp4 125.93 MB
06 - Flow control/006 Function error checking and handling.mp4 99.96 MB
06 - Flow control/007 Multiple inputs with zip.mp4 48.79 MB
06 - Flow control/008 Single-line loops.mp4 83.51 MB
06 - Flow control/009 Broadcasting in numpy.mp4 111.2 MB
07 - Text and data visualization/001 fprintf and f-strings.mp4 139.86 MB
07 - Text and data visualization/002 Plotting dots and lines.mp4 71.79 MB
07 - Text and data visualization/003 Subplot geometry.mp4 93.47 MB
07 - Text and data visualization/004 Making the graphs look nicer.mp4 136.49 MB
07 - Text and data visualization/005 Adding annotations.mp4 101.08 MB
07 - Text and data visualization/006 Seaborn.mp4 88.54 MB
07 - Text and data visualization/007 Images.mp4 102.54 MB
07 - Text and data visualization/008 Export plots in low and high resolution.mp4 55.93 MB
07 - Text and data visualization/009 Sierpinski pseudocode, part II.mp4 4.6 MB
08 - A brief aside on sharing code/001 Getting code from githubgoogle-drive.mp4 15.89 MB
10 - Download all course materials/001 IMPORTANT Download course materials.mp4 26.62 MB
10 - Download all course materials/002 Strategies for solving these projects.mp4 72.83 MB
11 - Project 1 Text search and replace/001 Project overview and goals.mp4 5.22 MB
11 - Project 1 Text search and replace/002 Import a text file.mp4 35.59 MB
11 - Project 1 Text search and replace/003 Remove formatting text.mp4 98.81 MB
11 - Project 1 Text search and replace/004 Replace 4-letter words and save to disk.mp4 70.65 MB
11 - Project 1 Text search and replace/005 Bonus Readability of scrambled words.mp4 101.62 MB
12 - Project 2 The Law of Large Numbers/001 Project overview and goals.mp4 22.97 MB
12 - Project 2 The Law of Large Numbers/002 Generate a population of random numbers.mp4 64.83 MB
12 - Project 2 The Law of Large Numbers/003 Monte Carlo sampling.mp4 93.89 MB
12 - Project 2 The Law of Large Numbers/004 Cumulative averaging.mp4 142.32 MB
12 - Project 2 The Law of Large Numbers/005 Bonus The Central Limit Theorem.mp4 63.93 MB
13 - Project 3 Entropy of written English/001 Project overview and goals.mp4 31.58 MB
13 - Project 3 Entropy of written English/002 Import text from the web.mp4 68.03 MB
13 - Project 3 Entropy of written English/003 Distribution of word lengths.mp4 67.31 MB
13 - Project 3 Entropy of written English/004 Letter frequencies.mp4 54.73 MB
13 - Project 3 Entropy of written English/005 Letter entropy.mp4 58.9 MB
13 - Project 3 Entropy of written English/006 Conditional (sequence) entropy.mp4 97.73 MB
13 - Project 3 Entropy of written English/007 Bonus Make a word cloud.mp4 22.72 MB
14 - Project 4 State-space trajectories/001 Project overview and goals.mp4 47.24 MB
14 - Project 4 State-space trajectories/002 Import and clean the data.mp4 148.09 MB
14 - Project 4 State-space trajectories/003 Create a channel covariance matrix.mp4 86.2 MB
14 - Project 4 State-space trajectories/004 Run PCA and compute components.mp4 103.47 MB
14 - Project 4 State-space trajectories/005 State-space trajectories.mp4 38.63 MB
14 - Project 4 State-space trajectories/006 Bonus Draw time using hues.mp4 46.7 MB
15 - Project 5 Statistics/001 Project overview and goals.mp4 21.62 MB
15 - Project 5 Statistics/002 Import and inspect the data.mp4 138.29 MB
15 - Project 5 Statistics/003 T-test for acidity on wine quality.mp4 112.54 MB
15 - Project 5 Statistics/004 Multiple regression.mp4 105.25 MB
15 - Project 5 Statistics/005 Logistic regression.mp4 87.31 MB
15 - Project 5 Statistics/006 Bonus Transform to Gaussian.mp4 90.29 MB
16 - Project 6 Spectral analysis/001 Project overview and goals.mp4 39.92 MB
16 - Project 6 Spectral analysis/002 Simulate an AR process.mp4 65.2 MB
16 - Project 6 Spectral analysis/003 Code the Fourier transform.mp4 104.92 MB
16 - Project 6 Spectral analysis/004 Zero-padding the FFT.mp4 73.32 MB
16 - Project 6 Spectral analysis/005 Welch's method.mp4 130.94 MB
16 - Project 6 Spectral analysis/006 Bonus spectrogram.mp4 58.9 MB
17 - Project 7 The colorful rainbow of noise/001 Project overview and goals.mp4 30.81 MB
17 - Project 7 The colorful rainbow of noise/002 White and brown noise.mp4 122.39 MB
17 - Project 7 The colorful rainbow of noise/003 Pink and blue noise.mp4 120.75 MB
17 - Project 7 The colorful rainbow of noise/004 The colorful spectral rainbow.mp4 64.24 MB
17 - Project 7 The colorful rainbow of noise/005 Bonus How do they sound.mp4 19.88 MB
18 - Project 8 Awesome mathy stuff/001 Project overview and goals.mp4 5.32 MB
18 - Project 8 Awesome mathy stuff/002 Pascal's triangle.mp4 85.78 MB
18 - Project 8 Awesome mathy stuff/003 Euler's identity.mp4 89.75 MB
18 - Project 8 Awesome mathy stuff/004 Parameterized Gaussian.mp4 134.6 MB
18 - Project 8 Awesome mathy stuff/005 Time dilation in special relativity.mp4 60.69 MB
18 - Project 8 Awesome mathy stuff/006 Eigenvalues on the complex circle.mp4 90.59 MB
18 - Project 8 Awesome mathy stuff/007 Bonus I heart math.mp4 25.5 MB
19 - Project 9 Denoising noisy signals/001 Project overview and goals.mp4 12.73 MB
19 - Project 9 Denoising noisy signals/002 Smoothing via running-mean filter.mp4 128 MB
19 - Project 9 Denoising noisy signals/003 Smoothing via Gaussian convolution.mp4 211.23 MB
19 - Project 9 Denoising noisy signals/004 Despeckling via median filter.mp4 102.65 MB
19 - Project 9 Denoising noisy signals/005 Denoise these biomedical data!.mp4 92.41 MB
19 - Project 9 Denoising noisy signals/006 Bonus Highlight plot areas.mp4 70.46 MB
20 - Project 10 Time series filtering/001 Project overview and goals.mp4 28.97 MB
20 - Project 10 Time series filtering/002 Generate a signal with random noise.mp4 83.4 MB
20 - Project 10 Time series filtering/003 Notch out line noise.mp4 94.87 MB
20 - Project 10 Time series filtering/004 High-pass FIR filter.mp4 73.67 MB
20 - Project 10 Time series filtering/005 Low-pass IIR (Butterworth) filter.mp4 46.72 MB
20 - Project 10 Time series filtering/006 Bonus Desert landscape.mp4 65.42 MB
21 - Project 11 Descriptive stats without numpy/001 Project overview and goals.mp4 11.82 MB
21 - Project 11 Descriptive stats without numpy/002 Mean and median.mp4 50.81 MB
21 - Project 11 Descriptive stats without numpy/003 Frequencies table.mp4 101.7 MB
21 - Project 11 Descriptive stats without numpy/004 Mode.mp4 50.09 MB
21 - Project 11 Descriptive stats without numpy/005 Standard deviation.mp4 43.64 MB
21 - Project 11 Descriptive stats without numpy/006 Bonus Create a csv report file.mp4 82.62 MB
22 - Project 12 Clustering PCA, t-SNE, and k-means/001 Project overview and goals.mp4 24.17 MB
22 - Project 12 Clustering PCA, t-SNE, and k-means/002 Import and normalize the cloud data.mp4 129.1 MB
22 - Project 12 Clustering PCA, t-SNE, and k-means/003 Compute and inspect covariance matrices.mp4 109.16 MB
22 - Project 12 Clustering PCA, t-SNE, and k-means/004 Determine the number of components using PCA.mp4 53.88 MB
22 - Project 12 Clustering PCA, t-SNE, and k-means/005 Cluster the data using t-SNE and k-means.mp4 113.46 MB
22 - Project 12 Clustering PCA, t-SNE, and k-means/006 Bonus Make a 2D likelihood density plot.mp4 132.45 MB
23 - Project 13 Index your Python code/001 Project overview and goals.mp4 9.64 MB
23 - Project 13 Index your Python code/002 Import multiple ipynb files.mp4 55.2 MB
23 - Project 13 Index your Python code/003 Identify function calls.mp4 118.15 MB
23 - Project 13 Index your Python code/004 Create an alphabetized function index.mp4 152.46 MB
23 - Project 13 Index your Python code/005 Alphabetize the function list.mp4 15.22 MB
23 - Project 13 Index your Python code/006 Create an alphabetized file list.mp4 52.76 MB
23 - Project 13 Index your Python code/007 Bonus Which file has the most points.mp4 88.04 MB
24 - Project 14 Local minimum via gradient descent/001 Project overview and goals.mp4 44.23 MB
24 - Project 14 Local minimum via gradient descent/002 The function and its derivative.mp4 34.69 MB
24 - Project 14 Local minimum via gradient descent/003 Gradient descent.mp4 95.75 MB
24 - Project 14 Local minimum via gradient descent/004 Repeat in 2D.mp4 153.23 MB
24 - Project 14 Local minimum via gradient descent/005 Bonus Visualize in 3D.mp4 49.95 MB
25 - Project 15 Data curve fitting/001 Project overview and goals.mp4 10.6 MB
25 - Project 15 Data curve fitting/002 Fit a Gaussian.mp4 100.95 MB
25 - Project 15 Data curve fitting/003 Fit an exponential decay.mp4 49.67 MB
25 - Project 15 Data curve fitting/004 Use a user-defined function (sigmoid).mp4 59.6 MB
25 - Project 15 Data curve fitting/005 Conjunctive model fitting.mp4 41.08 MB
25 - Project 15 Data curve fitting/006 Multivariate model-fitting.mp4 90.77 MB
25 - Project 15 Data curve fitting/007 Bonus The eye of Sauron!.mp4 54.49 MB
26 - Project 16 Time-frequency analysis of EEG/001 Project overview and goals.mp4 45.39 MB
26 - Project 16 Time-frequency analysis of EEG/002 Real-valued Morlet wavelets.mp4 77.21 MB
26 - Project 16 Time-frequency analysis of EEG/003 Complex-valued Morlet wavelets.mp4 56.63 MB
26 - Project 16 Time-frequency analysis of EEG/004 Create a wavelet family.mp4 113.66 MB
26 - Project 16 Time-frequency analysis of EEG/005 Import and visualize the data.mp4 64 MB
26 - Project 16 Time-frequency analysis of EEG/006 Wavelet convolution.mp4 109.37 MB
26 - Project 16 Time-frequency analysis of EEG/007 Create a time-frequency map.mp4 45.77 MB
26 - Project 16 Time-frequency analysis of EEG/008 Bonus Phase map with cyclic colormap.mp4 62.99 MB
27 - Project 17 Interpolation and extrapolation/001 Project overview and goals.mp4 12.35 MB
27 - Project 17 Interpolation and extrapolation/002 Downupsample a time series.mp4 84.15 MB
27 - Project 17 Interpolation and extrapolation/003 1D interpolation.mp4 93.13 MB
27 - Project 17 Interpolation and extrapolation/004 1D extrapolation.mp4 67.26 MB
27 - Project 17 Interpolation and extrapolation/005 Resampling revisited.mp4 42.51 MB
27 - Project 17 Interpolation and extrapolation/006 Fix corrupted image with interpolation.mp4 183.88 MB
27 - Project 17 Interpolation and extrapolation/007 Bonus Draw a Necker cube.mp4 68.59 MB
28 - Project 18 Simulate a brain circuit/001 Project overview and goals.mp4 76.16 MB
28 - Project 18 Simulate a brain circuit/002 Simulate one brain cell.mp4 79.23 MB
28 - Project 18 Simulate a brain circuit/003 Create a circuit of 1000 neurons.mp4 110.31 MB
28 - Project 18 Simulate a brain circuit/004 Simulate the neural circuit.mp4 175.58 MB
28 - Project 18 Simulate a brain circuit/005 Visualize population activity.mp4 99.93 MB
28 - Project 18 Simulate a brain circuit/006 Run some experiments!.mp4 148.4 MB
28 - Project 18 Simulate a brain circuit/007 Bonus Separate excitation and inhibition.mp4 102.16 MB
29 - Project 19 Animate data/001 Project overview and goals.mp4 16.86 MB
29 - Project 19 Animate data/002 Wavey wavelets in plotly, part 1.mp4 127.45 MB
29 - Project 19 Animate data/003 Wavey wavelets in plotly, part 2.mp4 74.51 MB
29 - Project 19 Animate data/004 Wavey wavelets in matplotlib.mp4 105.36 MB
29 - Project 19 Animate data/005 Mobius transform in matplotlib.mp4 136.34 MB
29 - Project 19 Animate data/006 Bonus the wandering primes.mp4 149.43 MB
30 - Project 20 Cryptocurrency investing/001 Project overview and goals.mp4 86.4 MB
30 - Project 20 Cryptocurrency investing/002 Import and average data from one coin.mp4 126.03 MB
30 - Project 20 Cryptocurrency investing/003 Create a dataframe of selected coins.mp4 129.82 MB
30 - Project 20 Cryptocurrency investing/004 Data dimensionality via PCA.mp4 133.3 MB
30 - Project 20 Cryptocurrency investing/005 Simulating DCA investments (instructions).mp4 63.06 MB
30 - Project 20 Cryptocurrency investing/006 Simulating DCA investments (code).mp4 178.68 MB
30 - Project 20 Cryptocurrency investing/007 Bonus Which coin should you have bought.mp4 137.04 MB
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