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[UdemyCourseDownloader] Data Science, Deep Learning, & Machine Learning with Python

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98
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Description
Description

Data Scientists enjoy one of the top-paying jobs, with an average salary of $120,000 according to Glassdoor and Indeed. That's just the average! And it's not just about money - it's interesting work too!



If you've got some programming or scripting experience, this course will teach you the techniques used by real data scientists and machine learning practitioners in the tech industry - and prepare you for a move into this hot career path. This comprehensive course includes over 80 lectures spanning 12 hours of video, and most topics include hands-on Python code examples you can use for reference and for practice. I’ll draw on my 9 years of experience at Amazon and IMDb to guide you through what matters, and what doesn’t.

File list
  • [UdemyCourseDownloader] Data Science, Deep Learning, & Machine Learning with Python
  • 01 Getting Started/001 Introduction-subtitle-en.srt 4.9 KB
  • 01 Getting Started/001 Introduction.mp4 27.7 MB
  • 01 Getting Started/002 [Activity] Getting What You Need-subtitle-en.srt 4.8 KB
  • 01 Getting Started/002 [Activity] Getting What You Need.mp4 9.5 MB
  • 01 Getting Started/003 [Activity] Installing Enthought Canopy-subtitle-en.srt 9.5 KB
  • 01 Getting Started/003 [Activity] Installing Enthought Canopy.mp4 40.5 MB
  • 01 Getting Started/004 Python Basics_ Part 1-subtitle-en.srt 33.7 KB
  • 01 Getting Started/004 Python Basics_ Part 1.mp4 44 MB
  • 01 Getting Started/005 [Activity] Python Basics_ Part 2-subtitle-en.srt 19.9 KB
  • 01 Getting Started/005 [Activity] Python Basics_ Part 2.mp4 28.5 MB
  • 01 Getting Started/006 Running Python Scripts-subtitle-en.srt 8.6 KB
  • 01 Getting Started/006 Running Python Scripts.mp4 21.6 MB
  • 01 Getting Started/007 Introducing the Pandas Library-subtitle-en.srt 18 KB
  • 01 Getting Started/007 Introducing the Pandas Library.mp4 43.3 MB
  • 01 Getting Started/external_links.txt 146 B
  • 02 Statistics and Probability Refresher_ and Python Practise/008 Types of Data-subtitle-en.srt 15.4 KB
  • 02 Statistics and Probability Refresher_ and Python Practise/008 Types of Data.mp4 34.1 MB
  • 02 Statistics and Probability Refresher_ and Python Practise/009 Mean_ Median_ Mode-subtitle-en.srt 12.3 KB
  • 02 Statistics and Probability Refresher_ and Python Practise/009 Mean_ Median_ Mode.mp4 28.2 MB
  • 02 Statistics and Probability Refresher_ and Python Practise/010 [Activity] Using mean_ median_ and mode in Python-subtitle-en.srt 17.3 KB
  • 02 Statistics and Probability Refresher_ and Python Practise/010 [Activity] Using mean_ median_ and mode in Python.mp4 39 MB
  • 02 Statistics and Probability Refresher_ and Python Practise/011 [Activity] Variation and Standard Deviation-subtitle-en.srt 24.5 KB
  • 02 Statistics and Probability Refresher_ and Python Practise/011 [Activity] Variation and Standard Deviation.mp4 45.6 MB
  • 02 Statistics and Probability Refresher_ and Python Practise/012 Probability Density Function; Probability Mass Function-subtitle-en.srt 7.3 KB
  • 02 Statistics and Probability Refresher_ and Python Practise/012 Probability Density Function; Probability Mass Function.mp4 12.4 MB
  • 02 Statistics and Probability Refresher_ and Python Practise/013 Common Data Distributions-subtitle-en.srt 15.3 KB
  • 02 Statistics and Probability Refresher_ and Python Practise/013 Common Data Distributions.mp4 27.7 MB
  • 02 Statistics and Probability Refresher_ and Python Practise/014 [Activity] Percentiles and Moments-subtitle-en.srt 26.8 KB
  • 02 Statistics and Probability Refresher_ and Python Practise/014 [Activity] Percentiles and Moments.mp4 43 MB
  • 02 Statistics and Probability Refresher_ and Python Practise/015 [Activity] A Crash Course in matplotlib-subtitle-en.srt 27.1 KB
  • 02 Statistics and Probability Refresher_ and Python Practise/015 [Activity] A Crash Course in matplotlib.mp4 49.3 MB
  • 02 Statistics and Probability Refresher_ and Python Practise/016 [Activity] Covariance and Correlation-subtitle-en.srt 24.6 KB
  • 02 Statistics and Probability Refresher_ and Python Practise/016 [Activity] Covariance and Correlation.mp4 49.8 MB
  • 02 Statistics and Probability Refresher_ and Python Practise/017 [Exercise] Conditional Probability-subtitle-en.srt 24.5 KB
  • 02 Statistics and Probability Refresher_ and Python Practise/017 [Exercise] Conditional Probability.mp4 49.6 MB
  • 02 Statistics and Probability Refresher_ and Python Practise/018 Exercise Solution_ Conditional Probability of Purchase by Age-subtitle-en.srt 4.7 KB
  • 02 Statistics and Probability Refresher_ and Python Practise/018 Exercise Solution_ Conditional Probability of Purchase by Age.mp4 14.1 MB
  • 02 Statistics and Probability Refresher_ and Python Practise/019 Bayes' Theorem-subtitle-en.srt 11 KB
  • 02 Statistics and Probability Refresher_ and Python Practise/019 Bayes' Theorem.mp4 30.1 MB
  • 03 Predictive Models/020 [Activity] Linear Regression-subtitle-en.srt 24.3 KB
  • 03 Predictive Models/020 [Activity] Linear Regression.mp4 33 MB
  • 03 Predictive Models/021 [Activity] Polynomial Regression-subtitle-en.srt 16.7 KB
  • 03 Predictive Models/021 [Activity] Polynomial Regression.mp4 29.8 MB
  • 03 Predictive Models/022 [Activity] Multivariate Regression_ and Predicting Car Prices-subtitle-en.srt 23.8 KB
  • 03 Predictive Models/022 [Activity] Multivariate Regression_ and Predicting Car Prices.mp4 50 MB
  • 03 Predictive Models/023 Multi-Level Models-subtitle-en.srt 10.2 KB
  • 03 Predictive Models/023 Multi-Level Models.mp4 23.7 MB
  • 04 Machine Learning with Python/024 Supervised vs_ Unsupervised Learning_ and Train_Test-subtitle-en.srt 19.8 KB
  • 04 Machine Learning with Python/024 Supervised vs_ Unsupervised Learning_ and Train_Test.mp4 47.8 MB
  • 04 Machine Learning with Python/025 [Activity] Using Train_Test to Prevent Overfitting a Polynomial Regression-subtitle-en.srt 12.5 KB
  • 04 Machine Learning with Python/025 [Activity] Using Train_Test to Prevent Overfitting a Polynomial Regression.mp4 22 MB
  • 04 Machine Learning with Python/026 Bayesian Methods_ Concepts-subtitle-en.srt 8.4 KB
  • 04 Machine Learning with Python/026 Bayesian Methods_ Concepts.mp4 19.4 MB
  • 04 Machine Learning with Python/027 [Activity] Implementing a Spam Classifier with Naive Bayes-subtitle-en.srt 16.6 KB
  • 04 Machine Learning with Python/027 [Activity] Implementing a Spam Classifier with Naive Bayes.mp4 36.5 MB
  • 04 Machine Learning with Python/028 K-Means Clustering-subtitle-en.srt 16.3 KB
  • 04 Machine Learning with Python/028 K-Means Clustering.mp4 30.3 MB
  • 04 Machine Learning with Python/029 [Activity] Clustering people based on income and age-subtitle-en.srt 11 KB
  • 04 Machine Learning with Python/029 [Activity] Clustering people based on income and age.mp4 24 MB
  • 04 Machine Learning with Python/030 Measuring Entropy-subtitle-en.srt 6.6 KB
  • 04 Machine Learning with Python/030 Measuring Entropy.mp4 17.5 MB
  • 04 Machine Learning with Python/031 [Activity] Install GraphViz.html 2.7 KB
  • 04 Machine Learning with Python/032 Decision Trees_ Concepts-subtitle-en.srt 20 KB
  • 04 Machine Learning with Python/032 Decision Trees_ Concepts.mp4 39.7 MB
  • 04 Machine Learning with Python/033 [Activity] Decision Trees_ Predicting Hiring Decisions-subtitle-en.srt 21.3 KB
  • 04 Machine Learning with Python/033 [Activity] Decision Trees_ Predicting Hiring Decisions.mp4 38.2 MB
  • 04 Machine Learning with Python/034 Ensemble Learning-subtitle-en.srt 13.8 KB
  • 04 Machine Learning with Python/034 Ensemble Learning.mp4 33.7 MB
  • 04 Machine Learning with Python/035 Support Vector Machines (SVM) Overview-subtitle-en.srt 9.4 KB
  • 04 Machine Learning with Python/035 Support Vector Machines (SVM) Overview.mp4 21.8 MB
  • 04 Machine Learning with Python/036 [Activity] Using SVM to cluster people using scikit-learn-subtitle-en.srt 11.3 KB
  • 04 Machine Learning with Python/036 [Activity] Using SVM to cluster people using scikit-learn.mp4 20.8 MB
  • 05 Recommender Systems/037 User-Based Collaborative Filtering-subtitle-en.srt 18.4 KB
  • 05 Recommender Systems/037 User-Based Collaborative Filtering.mp4 36.8 MB
  • 05 Recommender Systems/038 Item-Based Collaborative Filtering-subtitle-en.srt 19 KB
  • 05 Recommender Systems/038 Item-Based Collaborative Filtering.mp4 33.6 MB
  • 05 Recommender Systems/039 [Activity] Finding Movie Similarities-subtitle-en.srt 19.1 KB
  • 05 Recommender Systems/039 [Activity] Finding Movie Similarities.mp4 48.5 MB
  • 05 Recommender Systems/040 [Activity] Improving the Results of Movie Similarities-subtitle-en.srt 15.9 KB
  • 05 Recommender Systems/040 [Activity] Improving the Results of Movie Similarities.mp4 44 MB
  • 05 Recommender Systems/041 [Activity] Making Movie Recommendations to People-subtitle-en.srt 21.5 KB
  • 05 Recommender Systems/041 [Activity] Making Movie Recommendations to People.mp4 63.3 MB
  • 05 Recommender Systems/042 [Exercise] Improve the recommender's results-subtitle-en.srt 12.6 KB
  • 05 Recommender Systems/042 [Exercise] Improve the recommender's results.mp4 45.9 MB
  • 06 More Data Mining and Machine Learning Techniques/043 K-Nearest-Neighbors_ Concepts-subtitle-en.srt 8.5 KB
  • 06 More Data Mining and Machine Learning Techniques/043 K-Nearest-Neighbors_ Concepts.mp4 19.9 MB
  • 06 More Data Mining and Machine Learning Techniques/044 [Activity] Using KNN to predict a rating for a movie-subtitle-en.srt 26.9 KB
  • 06 More Data Mining and Machine Learning Techniques/045 Dimensionality Reduction; Principal Component Analysis-subtitle-en.srt 11.7 KB
  • 06 More Data Mining and Machine Learning Techniques/045 Dimensionality Reduction; Principal Component Analysis.mp4 35.7 MB
  • 06 More Data Mining and Machine Learning Techniques/046 [Activity] PCA Example with the Iris data set-subtitle-en.srt 20.1 KB
  • 06 More Data Mining and Machine Learning Techniques/046 [Activity] PCA Example with the Iris data set.mp4 53.3 MB
  • 06 More Data Mining and Machine Learning Techniques/047 Data Warehousing Overview_ ETL and ELT-subtitle-en.srt 18.7 KB
  • 06 More Data Mining and Machine Learning Techniques/047 Data Warehousing Overview_ ETL and ELT.mp4 54.1 MB
  • 06 More Data Mining and Machine Learning Techniques/048 Reinforcement Learning-subtitle-en.srt 27 KB
  • 06 More Data Mining and Machine Learning Techniques/048 Reinforcement Learning.mp4 63.6 MB
  • 06 More Data Mining and Machine Learning Techniques/external_links.txt 113 B
  • 07 Dealing with Real-World Data/049 Bias_Variance Tradeoff-subtitle-en.srt 13.7 KB
  • Udemy Course downloader.txt 94 B

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