name: | Udemy - Python for Data Science |
说明: Description This Python for Data Science course is an introduction to Python and how to apply it in data science. The course contains ~60 lectures and 7.5 hours of content taught by Praba Santanakrishnan, a highly experienced data scientist from Microsoft. Staring with some fundamentals about “what is data science,” and “who is a data scientist,” the program rapidly move into the specific challenges of data science. This includes the challenges of problem definitions and collecting data, to data pipelines, data preparation, data cleaning and related subjects. Data science methodologies, data analytics tools and open source tools are all covered. Model building validation, visualization and various data science applications are also covered. Discussion of the types of machine learning are covered, including supervised and unsupervised machine learning, as well as methodologies and clustering. NumPy, Pandas, Python Notebook, Git, REPL, IDS and Jupyter Notebook are also covered. Arrays, advanced arrays, and matrices are discussed in some detail to ensure you understand what it is all about and how these tools are implemented. Who this course is for: New Python developers looking to quickly develop and keen understanding of the power of Python Early stage users of Python who need to use Python in serious, enterprise level applications Individuals who are familiar with data science and need to understand the optimal uses for Python Requirements Basic Python knowledge is assumed Some software development experience (including languages, databases…) Last Updated 4/2020 | |
YouTube 视频: | |
类别: | Tutorials |
语言: | English |
总大小: | 3.03 GB |
哈希信息: | 0D3F02BD2DB5F3531AD36B6D07B62CB39CD6BED3 |
增加: | tutsnode |
加入的日期: | 2020-12-22 23:04:42 |
洪流地位: | Torrent Verified |
评级: | Not Yet Rated (Log in to rate it) |
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TutsNode.com.txt | 63.00 B |
[TGx]Downloaded from torrentgalaxy.to .txt | 585.00 B |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/1. Segment - 02-introduction-to-data-science-fin.mp4 | 78.44 MB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/1. Segment - 02-introduction-to-data-science-fin.srt | 15.00 kB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/10. Segment - 11-machine-learning-applications.mp4 | 67.17 MB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/10. Segment - 11-machine-learning-applications.srt | 12.30 kB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/11. Segment - 12-machine-learning-supervised-unsupervised.mp4 | 21.23 MB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/11. Segment - 12-machine-learning-supervised-unsupervised.srt | 4.64 kB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/12. Segment - 12-types-of-machine-learning NUMBERING ISSUE, FIX.mp4 | 45.65 MB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/12. Segment - 12-types-of-machine-learning NUMBERING ISSUE, FIX.srt | 7.85 kB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/13. Segment - 13-supervised-unsupervised-learning-methodology-clustering.mp4 | 31.56 MB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/13. Segment - 13-supervised-unsupervised-learning-methodology-clustering.srt | 6.07 kB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/14. Segment - 14-python-vs-r.mp4 | 19.22 MB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/14. Segment - 14-python-vs-r.srt | 3.78 kB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/15. Segment - 15-tools-for-scalable-machine-learning.mp4 | 32.45 MB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/15. Segment - 15-tools-for-scalable-machine-learning.srt | 6.38 kB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/16. Segment - 16-introduction-to-python.mp4 | 58.09 MB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/16. Segment - 16-introduction-to-python.srt | 12.52 kB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/17. Segment - 17-more-python-details.mp4 | 50.54 MB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/17. Segment - 17-more-python-details.srt | 10.81 kB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/18. Segment - 18-python-examples.mp4 | 45.81 MB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/18. Segment - 18-python-examples.srt | 10.24 kB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/19. Segment - 19-anaconda-navigator.mp4 | 42.95 MB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/19. Segment - 19-anaconda-navigator.srt | 10.86 kB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/2. Segment - 03.mp4 | 13.75 MB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/2. Segment - 03.srt | 3.01 kB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/3. Segment - 04-doing-data-science.mp4 | 26.18 MB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/3. Segment - 04-doing-data-science.srt | 5.27 kB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/4. Segment - 05-problem-definitions-and-collecting-data.mp4 | 11.23 MB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/4. Segment - 05-problem-definitions-and-collecting-data.srt | 2.56 kB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/5. Segment - 06-data-pipelines-preparation-cleaning-understanding.mp4 | 22.29 MB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/5. Segment - 06-data-pipelines-preparation-cleaning-understanding.srt | 4.39 kB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/6. Segment - 07-model-building-validation-visualization-data-science-applications.mp4 | 42.07 MB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/6. Segment - 07-model-building-validation-visualization-data-science-applications.srt | 9.68 kB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/7. Segment - 08-data-science-methodology-data-analytics-tools-open-source-tools.mp4 | 37.94 MB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/7. Segment - 08-data-science-methodology-data-analytics-tools-open-source-tools.srt | 7.53 kB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/8. Segment - 09-data-science-future-readings.mp4 | 35.87 MB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/8. Segment - 09-data-science-future-readings.srt | 5.80 kB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/9. Segment - 10-ai-primer-and-machine-learning-concepts.mp4 | 50.56 MB |
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/9. Segment - 10-ai-primer-and-machine-learning-concepts.srt | 9.92 kB |
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/1. Segment - 20-introduction-to-python-notebook.mp4 | 62.87 MB |
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/1. Segment - 20-introduction-to-python-notebook.srt | 12.40 kB |
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/10. Segment - 29-matrices.mp4 | 53.45 MB |
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/10. Segment - 29-matrices.srt | 9.47 kB |
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/2. Segment - 21-git-and-repl.mp4 | 36.08 MB |
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/2. Segment - 21-git-and-repl.srt | 3.07 kB |
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/3. Segment - 22-introduction-ids-and-juypter-notebook.mp4 | 97.16 MB |
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/3. Segment - 22-introduction-ids-and-juypter-notebook.srt | 16.35 kB |
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/4. Segment - 23-lab-tutorials-learning-juypter-notebook.mp4 | 162.69 MB |
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/4. Segment - 23-lab-tutorials-learning-juypter-notebook.srt | 26.38 kB |
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/5. Segment - 24-python-loops-and-functions.mp4 | 77.85 MB |
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/5. Segment - 24-python-loops-and-functions.srt | 16.78 kB |
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/6. Segment - 25-python-objects-introduction.mp4 | 49.44 MB |
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/6. Segment - 25-python-objects-introduction.srt | 8.79 kB |
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/7. Segment - 26-python-numpy.mp4 | 32.40 MB |
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/7. Segment - 26-python-numpy.srt | 6.31 kB |
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/8. Segment - 27-arrays.mp4 | 125.04 MB |
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/8. Segment - 27-arrays.srt | 24.04 kB |
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/9. Segment - 28-advanced-arrays.mp4 | 88.60 MB |
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/9. Segment - 28-advanced-arrays.srt | 17.48 kB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/1. Segment - 30-numpy-lab-tutorial.mp4 | 140.50 MB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/1. Segment - 30-numpy-lab-tutorial.srt | 23.13 kB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/10. Segment 39 - Dataframe Operations (Continued).mp4 | 70.92 MB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/10. Segment 39 - Dataframe Operations (Continued).srt | 14.73 kB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/11. Segment 40 - Statistical Analysis, Calculations and Operations.mp4 | 106.87 MB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/11. Segment 40 - Statistical Analysis, Calculations and Operations.srt | 20.65 kB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/12. Segment 41 - Lab - Advanced Operations in Action.mp4 | 55.18 MB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/12. Segment 41 - Lab - Advanced Operations in Action.srt | 7.34 kB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/13. Segment 42 - Lab - Advanced Operations in Action (Continued).mp4 | 83.88 MB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/13. Segment 42 - Lab - Advanced Operations in Action (Continued).srt | 11.10 kB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/14. Segment 43 - Pandas Visualization and Matplotlib.mp4 | 68.33 MB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/14. Segment 43 - Pandas Visualization and Matplotlib.srt | 14.11 kB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/15. Segment 44 - Seaborn.mp4 | 16.69 MB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/15. Segment 44 - Seaborn.srt | 3.08 kB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/16. Segment 45 - ggplot.mp4 | 12.94 MB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/16. Segment 45 - ggplot.srt | 2.58 kB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/17. Segment 46 - Statistical Graphs.mp4 | 14.02 MB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/17. Segment 46 - Statistical Graphs.srt | 2.63 kB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/18. Segment 47 - Lab - Visualizations.mp4 | 79.36 MB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/18. Segment 47 - Lab - Visualizations.srt | 12.02 kB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/2. Segment 31 -review-session-python-for-data-science.mp4 | 39.13 MB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/2. Segment 31 -review-session-python-for-data-science.srt | 8.86 kB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/3. Segment 32 - Why Pandas.mp4 | 10.57 MB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/3. Segment 32 - Why Pandas.srt | 2.08 kB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/4. Segment 33 - Data Series.mp4 | 44.22 MB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/4. Segment 33 - Data Series.srt | 8.79 kB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/5. Segment 34 - Series, Keys and Indices.mp4 | 41.64 MB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/5. Segment 34 - Series, Keys and Indices.srt | 8.48 kB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/6. Segment 35 - NumPy Array vs. Panda Series.mp4 | 15.93 MB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/6. Segment 35 - NumPy Array vs. Panda Series.srt | 2.84 kB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/7. Segment 36 - Dataframe.mp4 | 33.97 MB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/7. Segment 36 - Dataframe.srt | 7.29 kB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/8. Segment 37 - Dataframe Operations.mp4 | 15.03 MB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/8. Segment 37 - Dataframe Operations.srt | 3.50 kB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/9. Segment 38 - Using Lambda.mp4 | 19.45 MB |
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/9. Segment 38 - Using Lambda.srt | 4.50 kB |
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/1. Segment 48 - Introduction to Scikit-Learn.mp4 | 51.02 MB |
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/1. Segment 48 - Introduction to Scikit-Learn.srt | 12.51 kB |
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/10. Segment 56 - Prediction.mp4 | 40.67 MB |
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/10. Segment 56 - Prediction.srt | 9.06 kB |
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/11. Segment 57 - Principal Component Analysis.mp4 | 43.17 MB |
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/11. Segment 57 - Principal Component Analysis.srt | 9.81 kB |
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/12. Segment 58 - Lab - Classification Algorithm.mp4 | 151.50 MB |
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/12. Segment 58 - Lab - Classification Algorithm.srt | 25.24 kB |
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/2. Segment 49 - Scikit-Learn Uses and Applications.mp4 | 69.26 MB |
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/2. Segment 49 - Scikit-Learn Uses and Applications.srt | 11.64 kB |
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/3. Segment 50 - Scikit-Learn vs. Other Tools.mp4 | 18.07 MB |
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/3. Segment 50 - Scikit-Learn vs. Other Tools.srt | 3.45 kB |
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/4. Segment 51 - Scikit-Learn Classes, Utils and Data Sets.mp4 | 54.14 MB |
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/4. Segment 51 - Scikit-Learn Classes, Utils and Data Sets.srt | 12.02 kB |
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/5. Segment 51 - Setting Up Scikit-Learn.mp4 | 8.61 MB |
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/5. Segment 51 - Setting Up Scikit-Learn.srt | 2.08 kB |
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/6. Segment 52 - Estimators and Algorithms.mp4 | 88.24 MB |
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/6. Segment 52 - Estimators and Algorithms.srt | 17.22 kB |
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/7. Segment 53 - Preprocessing and Feature Engineering.mp4 | 75.54 MB |
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/7. Segment 53 - Preprocessing and Feature Engineering.srt | 18.05 kB |
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/8. Segment 54 - Metrics.mp4 | 73.06 MB |
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/8. Segment 54 - Metrics.srt | 18.28 kB |
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/9. Segment 55 - Clustering.mp4 | 39.50 MB |
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/9. Segment 55 - Clustering.srt | 7.69 kB |
[TutsNode.com] - Python for Data Science/5. Quizzes/1. Quiz 1.html | 145.00 B |