Curiasity | Scientific with Python Programming

Course / Course Details

Scientific with Python Programming

Programming

By - Gayathri Perumal
0 students
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Course Description

The Scientific with Python Programming course introduces learners to scientific computing and data analysis using Python. This course focuses on applying Python programming to solve mathematical, engineering, and scientific problems efficiently. Students will explore numerical computing, data visualization, statistical analysis, and scientific libraries such as NumPy, Pandas, Matplotlib, and SciPy. Through practical examples and hands-on projects, learners will develop the skills needed for research, analytics, automation, and scientific application development.

Course Outcomes

Understand the fundamentals of scientific programming using Python.
Perform numerical computations using NumPy arrays and mathematical functions.
Analyze and manipulate datasets using Pandas.
Create professional scientific graphs and visualizations using Matplotlib.
Apply statistical and mathematical operations using SciPy libraries.
Develop Python programs to solve real-world scientific and engineering problems.
Work with data analysis, automation, and simulation techniques effectively.
Build practical scientific computing projects using Python tools and libraries.

Course Curriculum

1 chapters
95 lectures
0 quizzes
N/A total length

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1 Scalable Machine Learning with Dask | SciPy 2018 | Augspurger Grisel

30.41 Min

2 Safe Handling Instructions for Missing Data | SciPy 2018 | Dillon Niederhut

32.26 Min

3 Recipe2Vec How word2vec Helped us Discover Related Tasty Recipes | SciPy 2018 | Meghan Heintz

26.23 Min

4 Parsl Enabling Scalable Interactive Computing in Python | SciPy 2018 | Kyle Chard

27.21 Min

5 KubeFlow Pythonic Machine Learning at Scale on Kubernetes | SciPy 2018 | Bailey Aronchick

28.11 Min

6 KEYNOTE Role of Python in Recent Gravitational Wave Astronomy Breakthroughs | SciPy 2018

51.01 Min

7 Spatio Temporal Analysis of Socioeconomic Neighborhoods | SciPy 2018 | Rey Knapp Wolf

23.51 Min

8 Reproducible Environments for Reproducible Results | SciPy 2018 | Zhang Macdonald

27.06 Min

9 Open Source Tools for Heterogeneous Agent Modeling | SciPy 2018 | Carroll and White

26.33 Min

10 Data Visualization for Scientific Discovery | SciPy 2018 | Zan Armstrong

27.24 Min

11 Bringing ipywidgets Support to plotly py | SciPy 2018 | Jon Mease

25.31 Min

12 Binder 2 0 Next Gen of Reproducible Scientific Environments w repo2docker BinderH | SciPy 2018

28.28 Min

13 Hands on Satellite Imagery Analysis | SciPy 2018 Tutorial | Sara Safavi Dana Bauer

1.38 Min

14 Performing Dimension Reduction at Scale with Applications to Public Sentiment Models | SciPy 2018

22.46 Min

15 PyDASL Understanding Big Data Through GPU Accelerated Graph Analytics | SciPy 2018 | Anne Struble

24.14 Min

16 Cloudknot A Python Library to Run your Existing Code on AWS Batch | SciPy 2018 | Richie Halford

28.04 Min

17 Devops Empowered Data Science with Ansible | SciPy 2018 | Tim Hopper

28.48 Min

18 SatPy A Python Library for Weather Satellite Processing | SciPy 2018 | David Hoese

27.28 Min

19 Harnessing the Power of Scientific Python | SciPy 2018 | Noelle Held and Jaclyn Saunders

29.12 Min

20 Pangeo A Big Data Ecosystem for Scalable Earth System Science | SciPy 2018 | Hamman

30.42 Min

21 ITK The Insight Segmentation and Registration Toolkit | SciPy 2018 | Matthew McCormick

18.35 Min

22 pyQuil Easy Hybrid Quantum Programming | SciPy 2018 | Guenevere Prawiroatmodjo

31.29 Min

23 Software Engineering Techniques Beginner Level | SciPy 2018 Tutorial | Matt Davis Alyssa Whitwell

2.45 Min

24 Around the World in 80 Ways An Introduction to Working w Geodata Cartopy | SciPy 2018 Tutorial

3.06 Min

25 Image Analysis in Python with SciPy and scikit image | SciPy 2018 Tutorial | Stefan van der Walt

2.19 Min

26 Introduction to Geospatial Data Analysis with Python | SciPy 2018 Tutorial | Serge Rey

3.08 Min

27 pandas head to tail Beginner | SciPy 2018 Tutorial | Niederhut Augspurger Van den Bossche

2.52 Min

28 Scientific MicroPython on Microcontrollers | SciPy 2018 Tutorial | Roberto Colistete Jr

2.21 Min

29 Machine Learning with scikit learn Part 2 | SciPy 2018 Tutorial | Lemaitre and Grisel

3.13 Min

30 Setting Up Your Own Open Source Project | SciPy 2018 Tutorial | Ryan May John Leeman

2.03 Min

31 The Sheer Joy of Packaging | SciPy 2018 Tutorial | Sarahan McCormick Fillion Robin

3.29 Min

32 Getting Started with TensorFlow and Deep Learning | SciPy 2018 Tutorial | Josh Gordon

2.41 Min

33 Image Analysis in Python with SciPy and scikit image | SciPy 2018 Tutorial | Stefan van der Walt

2.19 Min

34 Around the World in 80 Ways An Introduction to Working w Geodata Cartopy | SciPy 2018 Tutorial

3.06 Min

35 Lightning Talks Day 1 | SciPy 2018

52.41 Min

36 SciPy Tools Plenary Session Day 3 | SciPy 2018

27.49 Min

37 SciPy Tools Plenary Session Day 1 | SciPy 2018

26.35 Min

38 SciPy Tools Plenary Session Day 2 | SciPy 2018

29.04 Min

39 Bayesian Data Science Two Ways Simulation and Probabilistic Programming | SciPy 2018 Tutorial

3.1 Min

40 Lightning Talks Day 2 | SciPy 2018

1.12 Min

41 Getting Started with JupyterLab Beginner Level | SciPy 2018 Tutorial | Jason Grout

2.06 Min

42 Machine Learning with Scikit Learn Part 1 | SciPy 2018 Tutorial | Lemaitre and Grisel

3.25 Min

43 PyViz Unifying Python Tools for In Browser Data Visualization | SciPy 2018

26.55 Min

44 Lightning Talks Day 3

1.02 Min

45 Bias Diversity Backlash Manifestos and Rebuttals | SciPy 2018 Diversity Luncheon | Lorena Barba

53.02 Min

46 Apache Arrow A Cross Language Development Platform for in Memory Data | SciPy 2018 | Wes McKinney

26.05 Min

47 Introduction to Python and Programming | SciPy 2018 Tutorial | Matt Davis Alyssa Whitwell

3.01 Min

48 Inside the Cheeseshop How Python Packaging Works | SciPy 2018 | Dustin Ingram

28.17 Min

49 Detecting Anomalies Using Statistical Distances | SciPy 2018 | Charles Masson

25.17 Min

50 Keynote SciPy 1 0 and Beyond A Story of Code and Community | SciPy 2018 | Ralf Gommers

53.03 Min

51 Connecting Scientific Models across Scales Languages w Python | SciPy 2018

26.03 Min

52 An Introduction to Julia Beginner Level | SciPy 2018 Tutorial | Jane Herriman Sacha Verweij

2.27 Min

53 UMAP Uniform Manifold Approximation and Projection for Dimension Reduction | SciPy 2018 |

26.05 Min

54 PyViz Easy Visualization and Exploration for all your Data | SciPy 2018 Tutorial | James A Bednar

3.23 Min

55 Parallelizing Scientific Python with Dask | SciPy 2018 Tutorial | James Crist Martin Durant

3.11 Min

56 Addressing Multithreading Multiprocessing in Transparent Pythonic Methods | SciPy 2018 | David L

28 Min

57 The Jupyter Interactive Widget Ecosystem | SciPy 2018 Tutorial | Matt Craig

3.03 Min

58 Anatomy of Matplotlib Beginner Level | SciPy 2018 Tutorial | Benjamin Root Hannah Aizenman

3.16 Min

59 Intro to Numerical Computing with NumPy Beginner | SciPy 2018 Tutorial | Alex Chabot Leclerc

2.39 Min

60 EarthSim Flexible Environmental Simulation Workflows Within Jupyter Notebooks | SciPy 2018

29.39 Min

61 3D Visualization with Mayavi | SciPy 2018 Tutorial | Prabhu Ramachandran

2.55 Min

62 Convex Optimization in Python with CVXPY | SciPy 2018 | Steven Diamond

29.3 Min

63 Sparse A More Modern Sparse Array Library | SciPy 2018 | Hameer Abbasi

23.4 Min

64 Using Python to Assess Serial Holdings Data in the Research Library | SciPy 2018 | Kelly Thompson

27.33 Min

65 Network Analysis Made Simple Network Fundamentals | SciPy 2018 Tutorial | Eric Ma Mridul Seth

2.33 Min

66 Information Extraction Using Topic Models | SciPy 2018 Tutorial | Parul Sethi

1.17 Min

67 Scikit build A Build System Generator for CPython C C Fortran Cython Extensions | SciPy 2018

28.15 Min

68 Keynote Democratizing Data | SciPy 2018 | Tracy Teal

45.52 Min

69 Scalable Feature Extraction with Aerial and Satellite Imagery | SciPy 2018 | Virginia Ng

30.08 Min

70 Website for Interacting w Oceanographic Data Numerical Model Output | SciPy 2018 | Kristen Thyng

27.37 Min

71 Beyond Scraping How to Use Machine Learning When You re not Sure Where to Start | SciPy 2018

25.36 Min

72 GeoBIPy Geophysical Bayesian Inference in Python | SciPy 2018 | Leon Foks and Burte Minsley

29.37 Min

73 The Past Present and Future of Automated Machine Learning | SciPy 2018 | Randal Olson

27.44 Min

74 Building an Object Oriented Python Interface for the Generic Mapping Tools | SciPy 2018 | Uieda

27.49 Min

75 Resurrecting Ancient Proteins in Python | SciPy 2018 | Zachary Sailer Jeremy Anderson

30.58 Min

76 Should this Drug be Approved A Bayesian s Answer with Stan | SciPy 2018 | Corvellec Vamvourellis

29.34 Min

77 Practical Applications of Astropy | SciPy 2018 | David Shupe

23.41 Min

78 Physics A Gateway to Bayesian Deep Learning | SciPy 2018 | Henri Palacci

25.3 Min

79 Ray A Distributed Execution Framework for AI | SciPy 2018 | Robert Nishihara

26.29 Min

80 Sneaking Data into Containers with the Whole Tale | SciPy 2018 | Kacper Kowalik

30.02 Min

81 Jupyter Notebook Driven Development with PYNT PYthon iNTeractive | SciPy 2018 | Moss

29.48 Min

82 Yaksh Facilitating Learning by Doing | SciPy 2018 | Prabhu Ramachandran

28.22 Min

83 SimuPy A Python Framework for Modeling and Simulating Dynamical Systems | SciPy 2018 | Margolis

25.06 Min

84 signac A Python Framework for Data and Workflow Management | SciPy 2018 | Vyas Ramasubramani

24.48 Min

85 Resonance Learning Mechanical Vibrations Through Computational Thinking | SciPy 2018 | Lyons

26.03 Min

86 Interactive Data Visualization Leveraging Jupyter Rust and WebAssembly | SciPy 2018 | Munk

29.06 Min

87 Interactive 3D Visualization in Jupyter | SciPy 2018 | Maarten Breddels

24.24 Min

88 Exploring Molecular Space with Deep Generative Models and Python | SciPy 2018 | Sanchez Lengeling

29.25 Min

89 Evolutionary Niching in the GAtor Genetic Algorithm for Molecular Crystal Structure | SciPy 2018

25.58 Min

90 Re usable Open Educational Modules for Engineering Undergraduates | SciPy 2018 | Lorena Barba

31.13 Min

91 Development of MetPy s Declarative Plotting Interface | SciPy 2018 | May Leeman

22.44 Min

92 Design and Implementation of pyPRISM A Polymer Liquid State Theory Framework | SciPy 2018 | Martin

29.19 Min

93 Building a Weather App using NOAA Open Data Jupyter Notebooks | SciPy 2018 | Fernandes Signell

23.05 Min

94 bqplot Seamless Interactive Visualizations and Dashboards in the Jupyter Notebook | SciPy 2018

26.46 Min

95 scikit learn and Tabular Data Closing the Gap | SciPy 2018 | Joris Van den Bossche

25.24 Min

Instructor

Gayathri Perumal

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Duration N/A
Lectures 95 lessons
Enrolled 0 students
Category: Programming
0 Quizzes
Language: English
Skill Level Beginner
Certificate of Completion
Full lifetime access

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