Udemy - Python for STEM

  • CategoryOther
  • TypeTutorials
  • LanguageEnglish
  • Total size2.8 GB
  • Uploaded Byfreecoursewb
  • Downloads113
  • Last checkedOct. 01st '21
  • Date uploadedSep. 29th '21
  • Seeders 19
  • Leechers7
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Infohash : 5C9FD92D48C3DC998FCF50207D31895D64F9ACB8

Python for STEM



MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English + srt | Duration: 51 lectures (6h 45m) | Size: 2.6 GB
Learn how to solve problems from science & engineering with Python!
What you'll learn:
Solving typical problems in the STEM disciplines with Python
Implementing Monte Carlo methods with NumPy
Solving differential equations with SciPy
Simulating & tracking particle diffusion with OpenCV & SciPy
Estimating parameters and optimization with SciPy
Performing statistical analysis with Pandas
Creating high-quality figures with Matplotlib

Requirements
Intermediate Python skills (i.e. knowledge of using NumPy, Matplotlib, or SciPy)
Knowledge of advanced calculus and algebra (i.e. familiar with differential equations, vectors, or matrices)

Description
This course teaches you how to approach and solve typical problems that occur in science, technology, engineering, and maths (STEM). You will learn how to master some of the most popular Python packages including

Numpy

Files:

[ TutSala.com ] Udemy - Python for STEM
  • Get Bonus Downloads Here.url (0.2 KB)
    • ~Get Your Files Here ! 1. Welcome
    • 1. Welcome!.mp4 (35.1 MB)
    • 1. Welcome!.srt (2.4 KB)
    2. Introduction
    • 1. Installing Anaconda.mp4 (40.9 MB)
    • 1. Installing Anaconda.srt (5.8 KB)
    • 2. Coding With Spyder.mp4 (36.8 MB)
    • 2. Coding With Spyder.srt (7.0 KB)
    • 3. Coding With Notepad++.mp4 (43.5 MB)
    • 3. Coding With Notepad++.srt (7.6 KB)
    • 4. Coding With JupyterLab.mp4 (63.4 MB)
    • 4. Coding With JupyterLab.srt (14.0 KB)
    3. Building Simulations
    • 1. Monte Carlo Method - Pt. 1.mp4 (21.3 MB)
    • 1. Monte Carlo Method - Pt. 1.srt (3.6 KB)
    • 1.1 sandbox_estimate_pi.ipynb (2.7 KB)
    • 1.2 solution_estimate_pi.ipynb (53.9 KB)
    • 10. Harmonic Oscillator - Pt. 2.mp4 (39.7 MB)
    • 10. Harmonic Oscillator - Pt. 2.srt (7.9 KB)
    • 11. Harmonic Oscillator - Pt. 3.mp4 (50.6 MB)
    • 11. Harmonic Oscillator - Pt. 3.srt (9.7 KB)
    • 12. Satellite Orbit - Pt. 1.mp4 (54.1 MB)
    • 12. Satellite Orbit - Pt. 1.srt (11.8 KB)
    • 12.1 sandbox.ipynb (3.9 KB)
    • 12.2 solution.ipynb (94.4 KB)
    • 13. Satellite Orbit - Pt. 2.mp4 (65.9 MB)
    • 13. Satellite Orbit - Pt. 2.srt (9.6 KB)
    • 14. Satellite Orbit - Pt. 3.mp4 (32.7 MB)
    • 14. Satellite Orbit - Pt. 3.srt (6.2 KB)
    • 15. Satellite Orbit - Pt. 4.mp4 (81.2 MB)
    • 15. Satellite Orbit - Pt. 4.srt (12.5 KB)
    • 16. Brownian Motion - Pt. 1.mp4 (52.4 MB)
    • 16. Brownian Motion - Pt. 1.srt (7.7 KB)
    • 16.1 diffusion coefficient.html (0.1 KB)
    • 16.2 sandbox.ipynb (4.7 KB)
    • 16.3 solution.ipynb (258.8 KB)
    • 17. Brownian Motion - Pt. 2.mp4 (46.8 MB)
    • 17. Brownian Motion - Pt. 2.srt (8.3 KB)
    • 18. Brownian Motion - Pt. 3.mp4 (32.8 MB)
    • 18. Brownian Motion - Pt. 3.srt (5.9 KB)
    • 19. Brownian Motion - Pt. 4.mp4 (74.0 MB)
    • 19. Brownian Motion - Pt. 4.srt (11.9 KB)
    • 2. Monte Carlo Method - Pt. 2.mp4 (41.3 MB)
    • 2. Monte Carlo Method - Pt. 2.srt (6.3 KB)
    • 3. Monte Carlo Method - Pt. 3.mp4 (44.1 MB)
    • 3. Monte Carlo Method - Pt. 3.srt (7.2 KB)
    • 4. Monte Carlo Method - Pt. 4.mp4 (61.5 MB)
    • 4. Monte Carlo Method - Pt. 4.srt (11.0 KB)
    • 5. Monte Carlo Integration - Pt. 1.mp4 (12.3 MB)
    • 5. Monte Carlo Integration - Pt. 1.srt (2.2 KB)
    • 5.1 sandbox_estimate_integral.ipynb (3.8 KB)
    • 5.2 solution_estimate_integral.ipynb (82.1 KB)
    • 6. Monte Carlo Integration - Pt. 2.mp4 (51.1 MB)
    • 6. Monte Carlo Integration - Pt. 2.srt (9.3 KB)
    • 7. Monte Carlo Integration - Pt. 3.mp4 (44.1 MB)
    • 7. Monte Carlo Integration - Pt. 3.srt (5.9 KB)
    • 8. Monte Carlo Integration - Pt. 4.mp4 (80.4 MB)
    • 8. Monte Carlo Integration - Pt. 4.srt (13.5 KB)
    • 9. Harmonic Oscillator - Pt. 1.mp4 (76.1 MB)
    • 9. Harmonic Oscillator - Pt. 1.srt (12.5 KB)
    • 9.1 discrete-time Fourier transform.html (0.1 KB)
    • 9.2 harmonic oscillator.html (0.1 KB)
    • 9.3 sandbox.ipynb (5.0 KB)
    • 9.4 solution.ipynb (144.5 KB)
    4. Analyzing Data
    • 1. Particle Tracking - Pt. 1.mp4 (52.4 MB)
    • 1. Particle Tracking - Pt. 1.srt (8.5 KB)
    • 1.1 brownian_motion.mp4 (63.2 MB)
    • 1.2 info.obj (15.9 KB)
    • 1.3 sandbox.ipynb (4.0 KB)
    • 1.4 solution.ipynb (411.6 KB)
    • 10. Parameter Estimation - Pt. 6.mp4 (22.3 MB)
    • 10. Parameter Estimation - Pt. 6.srt (3.1 KB)
    • 11. Statistics - Pt. 1.mp4 (61.4 MB)
    • 11. Statistics - Pt. 1.srt (11.2 KB)
    • 11.1 kaggle dataset.html (0.1 KB)
    • 11.2 sandbox.ipynb (7.5 KB)
    • 11.3 solution.ipynb (95.8 KB)
    • 12. Statistics - Pt. 2.mp4 (39.3 MB)
    • 12. Statistics - Pt. 2.srt (6.6 KB)
    • 13. Statistics - Pt. 3.mp4 (72.8 MB)
    • 13. Statistics - Pt. 3.srt (11.7 KB)
    • 14. Statistics - Pt. 4.mp4 (77.3 MB)
    • 14. Statistics - Pt. 4.srt (10.0 KB)
    • 15. Statistics - Pt. 5.mp4 (45.4 MB)
    • 15. Statistics - Pt. 5.srt (6.7 KB)
    • 16. Statistics - Pt. 6.mp4 (71.6 MB)
    • 16. Statistics - Pt. 6.srt (11.5 KB)
    • 2. Particle Tracking - Pt. 2.mp4 (32.5 MB)
    • 2. Particle Tracking - Pt. 2.srt (4.8 KB)
    • 3. Particle Tracking - Pt. 3.mp4 (71.2 MB)
    • 3. Particle Tracking - Pt. 3.srt (12.2 KB)
    • 4. Particle Tracking - Pt. 4.mp4 (58.2 MB)
    • 4. Particle Tracking - Pt. 4.srt (9.4 KB)
    • 4.1 generate_video.ipynb (38.8 KB)
    • 4.2 particle_tracking.mp4 (164.9 MB)
    • 5. Parameter Estimation - Pt. 1.mp4 (56.7 MB)
    • 5. Parameter Estimation - Pt. 1.srt (9.5 KB)
    • 5.2 sandbox.ipynb (9.5 KB)
    • 5.3 solution.ipynb (256.6 KB)
    • 6. Parameter Estimation - Pt. 2.mp4 (114.6 MB)
    • 6. Parameter Estimation - Pt. 2.srt (16.1 KB)
    • 7. Parameter Estimation - Pt. 3.mp4 (46.3 MB)
    • 7. Parameter Estimation - Pt. 3.srt (7.3 KB)
    • 8. Parameter Estimation - Pt. 4.mp4 (93.2 MB)
    • 8. Parameter Estimation - Pt. 4.srt (12.4 KB)
    • 9. Parameter Estimation - Pt. 5.mp4 (65.6 MB)
    • 9. Parameter Estimation - Pt. 5.srt (9.3 KB)
      • data ipynb_checkpoints
      • multi_spectrum-checkpoint.txt (18.9 KB)
      • single_spectrum-checkpoint.txt (0.0 KB)
      • multi_spectrum.txt (18.9 KB)
      • multi_spectrum_weighted.txt (19.0 KB)
      • noise_spectrum_0.txt (19.2 KB)
      • noise_spectrum_1.txt (19.2 KB)
      • noise_spectrum_10.txt (19.2 KB)
      • noise_spectrum_11.txt (19.2 KB)
      • noise_spectrum_12.txt (19.2 KB)
      • noise_spectrum_13.txt (19.2 KB)

      • Code:

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