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文档列表

01 Getting Started/001 Introduction.mp4 29.1 MB
01 Getting Started/001 Introduction-subtitle-en.srt 5.0 kB
01 Getting Started/002 [Activity] Getting What You Need.mp4 10.0 MB
01 Getting Started/002 [Activity] Getting What You Need-subtitle-en.srt 4.9 kB
01 Getting Started/003 [Activity] Installing Enthought Canopy.mp4 42.5 MB
01 Getting Started/003 [Activity] Installing Enthought Canopy-subtitle-en.srt 9.7 kB
01 Getting Started/004 Python Basics_ Part 1.mp4 46.1 MB
01 Getting Started/004 Python Basics_ Part 1-subtitle-en.srt 34.5 kB
01 Getting Started/005 [Activity] Python Basics_ Part 2.mp4 29.8 MB
01 Getting Started/005 [Activity] Python Basics_ Part 2-subtitle-en.srt 20.3 kB
01 Getting Started/006 Running Python Scripts.mp4 22.6 MB
01 Getting Started/006 Running Python Scripts-subtitle-en.srt 8.8 kB
01 Getting Started/007 Introducing the Pandas Library.mp4 45.4 MB
01 Getting Started/007 Introducing the Pandas Library-subtitle-en.srt 18.4 kB
01 Getting Started/external_links.txt 146 Bytes
02 Statistics and Probability Refresher_ and Python Practise/008 Types of Data.mp4 35.8 MB
02 Statistics and Probability Refresher_ and Python Practise/008 Types of Data-subtitle-en.srt 15.8 kB
02 Statistics and Probability Refresher_ and Python Practise/009 Mean_ Median_ Mode.mp4 29.5 MB
02 Statistics and Probability Refresher_ and Python Practise/009 Mean_ Median_ Mode-subtitle-en.srt 12.6 kB
02 Statistics and Probability Refresher_ and Python Practise/010 [Activity] Using mean_ median_ and mode in Python.mp4 40.9 MB
02 Statistics and Probability Refresher_ and Python Practise/010 [Activity] Using mean_ median_ and mode in Python-subtitle-en.srt 17.8 kB
02 Statistics and Probability Refresher_ and Python Practise/011 [Activity] Variation and Standard Deviation.mp4 47.8 MB
02 Statistics and Probability Refresher_ and Python Practise/011 [Activity] Variation and Standard Deviation-subtitle-en.srt 25.0 kB
02 Statistics and Probability Refresher_ and Python Practise/012 Probability Density Function; Probability Mass Function.mp4 13.0 MB
02 Statistics and Probability Refresher_ and Python Practise/012 Probability Density Function; Probability Mass Function-subtitle-en.srt 7.4 kB
02 Statistics and Probability Refresher_ and Python Practise/013 Common Data Distributions.mp4 29.0 MB
02 Statistics and Probability Refresher_ and Python Practise/013 Common Data Distributions-subtitle-en.srt 15.6 kB
02 Statistics and Probability Refresher_ and Python Practise/014 [Activity] Percentiles and Moments.mp4 45.1 MB
02 Statistics and Probability Refresher_ and Python Practise/014 [Activity] Percentiles and Moments-subtitle-en.srt 27.4 kB
02 Statistics and Probability Refresher_ and Python Practise/015 [Activity] A Crash Course in matplotlib.mp4 51.7 MB
02 Statistics and Probability Refresher_ and Python Practise/015 [Activity] A Crash Course in matplotlib-subtitle-en.srt 27.7 kB
02 Statistics and Probability Refresher_ and Python Practise/016 [Activity] Covariance and Correlation.mp4 52.2 MB
02 Statistics and Probability Refresher_ and Python Practise/016 [Activity] Covariance and Correlation-subtitle-en.srt 25.2 kB
02 Statistics and Probability Refresher_ and Python Practise/017 [Exercise] Conditional Probability.mp4 52.0 MB
02 Statistics and Probability Refresher_ and Python Practise/017 [Exercise] Conditional Probability-subtitle-en.srt 25.1 kB
02 Statistics and Probability Refresher_ and Python Practise/018 Exercise Solution_ Conditional Probability of Purchase by Age.mp4 14.8 MB
02 Statistics and Probability Refresher_ and Python Practise/018 Exercise Solution_ Conditional Probability of Purchase by Age-subtitle-en.srt 4.8 kB
02 Statistics and Probability Refresher_ and Python Practise/019 Bayes' Theorem.mp4 31.6 MB
02 Statistics and Probability Refresher_ and Python Practise/019 Bayes' Theorem-subtitle-en.srt 11.2 kB
03 Predictive Models/020 [Activity] Linear Regression.mp4 34.6 MB
03 Predictive Models/020 [Activity] Linear Regression-subtitle-en.srt 24.9 kB
03 Predictive Models/021 [Activity] Polynomial Regression.mp4 31.2 MB
03 Predictive Models/021 [Activity] Polynomial Regression-subtitle-en.srt 17.1 kB
03 Predictive Models/022 [Activity] Multivariate Regression_ and Predicting Car Prices.mp4 52.4 MB
03 Predictive Models/022 [Activity] Multivariate Regression_ and Predicting Car Prices-subtitle-en.srt 24.3 kB
03 Predictive Models/023 Multi-Level Models.mp4 24.8 MB
03 Predictive Models/023 Multi-Level Models-subtitle-en.srt 10.4 kB
04 Machine Learning with Python/024 Supervised vs_ Unsupervised Learning_ and Train_Test.mp4 50.1 MB
04 Machine Learning with Python/024 Supervised vs_ Unsupervised Learning_ and Train_Test-subtitle-en.srt 20.3 kB
04 Machine Learning with Python/025 [Activity] Using Train_Test to Prevent Overfitting a Polynomial Regression.mp4 23.1 MB
04 Machine Learning with Python/025 [Activity] Using Train_Test to Prevent Overfitting a Polynomial Regression-subtitle-en.srt 12.8 kB
04 Machine Learning with Python/026 Bayesian Methods_ Concepts.mp4 20.4 MB
04 Machine Learning with Python/026 Bayesian Methods_ Concepts-subtitle-en.srt 8.6 kB
04 Machine Learning with Python/027 [Activity] Implementing a Spam Classifier with Naive Bayes.mp4 38.3 MB
04 Machine Learning with Python/027 [Activity] Implementing a Spam Classifier with Naive Bayes-subtitle-en.srt 17.0 kB
04 Machine Learning with Python/028 K-Means Clustering.mp4 31.8 MB
04 Machine Learning with Python/028 K-Means Clustering-subtitle-en.srt 16.7 kB
04 Machine Learning with Python/029 [Activity] Clustering people based on income and age.mp4 25.1 MB
04 Machine Learning with Python/029 [Activity] Clustering people based on income and age-subtitle-en.srt 11.3 kB
04 Machine Learning with Python/030 Measuring Entropy.mp4 18.3 MB
04 Machine Learning with Python/030 Measuring Entropy-subtitle-en.srt 6.8 kB
04 Machine Learning with Python/031 [Activity] Install GraphViz.html 2.7 kB
04 Machine Learning with Python/032 Decision Trees_ Concepts.mp4 41.6 MB
04 Machine Learning with Python/032 Decision Trees_ Concepts-subtitle-en.srt 20.5 kB
04 Machine Learning with Python/033 [Activity] Decision Trees_ Predicting Hiring Decisions.mp4 40.1 MB
04 Machine Learning with Python/033 [Activity] Decision Trees_ Predicting Hiring Decisions-subtitle-en.srt 21.8 kB
04 Machine Learning with Python/034 Ensemble Learning.mp4 35.3 MB
04 Machine Learning with Python/034 Ensemble Learning-subtitle-en.srt 14.1 kB
04 Machine Learning with Python/035 Support Vector Machines (SVM) Overview.mp4 22.8 MB
04 Machine Learning with Python/035 Support Vector Machines (SVM) Overview-subtitle-en.srt 9.7 kB
04 Machine Learning with Python/036 [Activity] Using SVM to cluster people using scikit-learn.mp4 21.9 MB
04 Machine Learning with Python/036 [Activity] Using SVM to cluster people using scikit-learn-subtitle-en.srt 11.6 kB
05 Recommender Systems/037 User-Based Collaborative Filtering.mp4 38.6 MB
05 Recommender Systems/037 User-Based Collaborative Filtering-subtitle-en.srt 18.8 kB
05 Recommender Systems/038 Item-Based Collaborative Filtering.mp4 35.2 MB
05 Recommender Systems/038 Item-Based Collaborative Filtering-subtitle-en.srt 19.4 kB
05 Recommender Systems/039 [Activity] Finding Movie Similarities.mp4 50.8 MB
05 Recommender Systems/039 [Activity] Finding Movie Similarities-subtitle-en.srt 19.5 kB
05 Recommender Systems/040 [Activity] Improving the Results of Movie Similarities.mp4 46.1 MB
05 Recommender Systems/040 [Activity] Improving the Results of Movie Similarities-subtitle-en.srt 16.3 kB
05 Recommender Systems/041 [Activity] Making Movie Recommendations to People.mp4 66.3 MB
05 Recommender Systems/041 [Activity] Making Movie Recommendations to People-subtitle-en.srt 22.0 kB
05 Recommender Systems/042 [Exercise] Improve the recommender's results.mp4 48.1 MB
05 Recommender Systems/042 [Exercise] Improve the recommender's results-subtitle-en.srt 12.9 kB
06 More Data Mining and Machine Learning Techniques/043 K-Nearest-Neighbors_ Concepts.mp4 20.9 MB
06 More Data Mining and Machine Learning Techniques/043 K-Nearest-Neighbors_ Concepts-subtitle-en.srt 8.7 kB
06 More Data Mining and Machine Learning Techniques/044 [Activity] Using KNN to predict a rating for a movie.mp4 62.1 MB
06 More Data Mining and Machine Learning Techniques/044 [Activity] Using KNN to predict a rating for a movie-subtitle-en.srt 27.6 kB
06 More Data Mining and Machine Learning Techniques/045 Dimensionality Reduction; Principal Component Analysis.mp4 37.4 MB
06 More Data Mining and Machine Learning Techniques/045 Dimensionality Reduction; Principal Component Analysis-subtitle-en.srt 12.0 kB
06 More Data Mining and Machine Learning Techniques/046 [Activity] PCA Example with the Iris data set.mp4 55.9 MB
06 More Data Mining and Machine Learning Techniques/046 [Activity] PCA Example with the Iris data set-subtitle-en.srt 20.5 kB
06 More Data Mining and Machine Learning Techniques/047 Data Warehousing Overview_ ETL and ELT.mp4 56.7 MB
06 More Data Mining and Machine Learning Techniques/047 Data Warehousing Overview_ ETL and ELT-subtitle-en.srt 19.2 kB
06 More Data Mining and Machine Learning Techniques/048 Reinforcement Learning.mp4 66.6 MB
06 More Data Mining and Machine Learning Techniques/048 Reinforcement Learning-subtitle-en.srt 27.6 kB
06 More Data Mining and Machine Learning Techniques/external_links.txt 113 Bytes
07 Dealing with Real-World Data/049 Bias_Variance Tradeoff.mp4 32.7 MB
07 Dealing with Real-World Data/049 Bias_Variance Tradeoff-subtitle-en.srt 14.0 kB
07 Dealing with Real-World Data/050 [Activity] K-Fold Cross-Validation to avoid overfitting.mp4 48.1 MB
07 Dealing with Real-World Data/050 [Activity] K-Fold Cross-Validation to avoid overfitting-subtitle-en.srt 23.8 kB
07 Dealing with Real-World Data/051 Data Cleaning and Normalization.mp4 33.5 MB
07 Dealing with Real-World Data/051 Data Cleaning and Normalization-subtitle-en.srt 16.6 kB
07 Dealing with Real-World Data/052 [Activity] Cleaning web log data.mp4 63.1 MB
07 Dealing with Real-World Data/052 [Activity] Cleaning web log data-subtitle-en.srt 23.1 kB
07 Dealing with Real-World Data/053 Normalizing numerical data.mp4 19.9 MB
07 Dealing with Real-World Data/053 Normalizing numerical data-subtitle-en.srt 7.5 kB
07 Dealing with Real-World Data/054 [Activity] Detecting outliers.mp4 40.9 MB
07 Dealing with Real-World Data/054 [Activity] Detecting outliers-subtitle-en.srt 15.0 kB
08 Apache Spark_ Machine Learning on Big Data/055 Warning about Java 9!.html 1.5 kB
08 Apache Spark_ Machine Learning on Big Data/056 [Activity] Installing Spark - Part 1.mp4 46.4 MB
08 Apache Spark_ Machine Learning on Big Data/056 [Activity] Installing Spark - Part 1-subtitle-en.srt 16.2 kB
08 Apache Spark_ Machine Learning on Big Data/057 [Activity] Installing Spark - Part 2.mp4 90.0 MB
08 Apache Spark_ Machine Learning on Big Data/057 [Activity] Installing Spark - Part 2-subtitle-en.srt 27.5 kB
08 Apache Spark_ Machine Learning on Big Data/058 Spark Introduction.mp4 34.0 MB
08 Apache Spark_ Machine Learning on Big Data/058 Spark Introduction-subtitle-en.srt 20.6 kB
08 Apache Spark_ Machine Learning on Big Data/059 Spark and the Resilient Distributed Dataset (RDD).mp4 38.2 MB
08 Apache Spark_ Machine Learning on Big Data/059 Spark and the Resilient Distributed Dataset (RDD)-subtitle-en.srt 23.8 kB
08 Apache Spark_ Machine Learning on Big Data/060 Introducing MLLib.mp4 27.5 MB
08 Apache Spark_ Machine Learning on Big Data/060 Introducing MLLib-subtitle-en.srt 11.2 kB
08 Apache Spark_ Machine Learning on Big Data/061 [Activity] Decision Trees in Spark.mp4 92.5 MB
08 Apache Spark_ Machine Learning on Big Data/061 [Activity] Decision Trees in Spark-subtitle-en.srt 31.6 kB
08 Apache Spark_ Machine Learning on Big Data/062 [Activity] K-Means Clustering in Spark.mp4 65.9 MB
08 Apache Spark_ Machine Learning on Big Data/062 [Activity] K-Means Clustering in Spark-subtitle-en.srt 21.8 kB
08 Apache Spark_ Machine Learning on Big Data/063 TF _ IDF.mp4 33.8 MB
08 Apache Spark_ Machine Learning on Big Data/063 TF _ IDF-subtitle-en.srt 13.7 kB
08 Apache Spark_ Machine Learning on Big Data/064 [Activity] Searching Wikipedia with Spark.mp4 62.7 MB
08 Apache Spark_ Machine Learning on Big Data/064 [Activity] Searching Wikipedia with Spark-subtitle-en.srt 15.0 kB
08 Apache Spark_ Machine Learning on Big Data/065 [Activity] Using the Spark 2_0 DataFrame API for MLLib.mp4 32.0 MB
08 Apache Spark_ Machine Learning on Big Data/065 [Activity] Using the Spark 2_0 DataFrame API for MLLib-subtitle-en.srt 16.9 kB
08 Apache Spark_ Machine Learning on Big Data/external_links.txt 73 Bytes
09 Experimental Design/066 A_B Testing Concepts.mp4 44.8 MB
09 Experimental Design/066 A_B Testing Concepts-subtitle-en.srt 19.6 kB
09 Experimental Design/067 T-Tests and P-Values.mp4 31.6 MB
09 Experimental Design/067 T-Tests and P-Values-subtitle-en.srt 12.8 kB
09 Experimental Design/068 [Activity] Hands-on With T-Tests.mp4 42.0 MB
09 Experimental Design/068 [Activity] Hands-on With T-Tests-subtitle-en.srt 13.3 kB
09 Experimental Design/069 Determining How Long to Run an Experiment.mp4 17.5 MB
09 Experimental Design/069 Determining How Long to Run an Experiment-subtitle-en.srt 8.2 kB
09 Experimental Design/070 A_B Test Gotchas.mp4 45.9 MB
09 Experimental Design/070 A_B Test Gotchas-subtitle-en.srt 21.3 kB
10 Deep Learning and Neural Networks/071 Deep Learning Pre-Requisites.mp4 31.9 MB
10 Deep Learning and Neural Networks/071 Deep Learning Pre-Requisites-subtitle-en.srt 20.6 kB
10 Deep Learning and Neural Networks/072 The History of Artificial Neural Networks.mp4 23.5 MB
10 Deep Learning and Neural Networks/072 The History of Artificial Neural Networks-subtitle-en.srt 20.2 kB
10 Deep Learning and Neural Networks/073 [Activity] Deep Learning in the Tensorflow Playground.mp4 51.4 MB
10 Deep Learning and Neural Networks/073 [Activity] Deep Learning in the Tensorflow Playground-subtitle-en.srt 20.9 kB
10 Deep Learning and Neural Networks/074 Deep Learning Details.mp4 19.0 MB
10 Deep Learning and Neural Networks/074 Deep Learning Details-subtitle-en.srt 17.8 kB
10 Deep Learning and Neural Networks/075 Introducing Tensorflow.mp4 26.7 MB
10 Deep Learning and Neural Networks/075 Introducing Tensorflow-subtitle-en.srt 23.7 kB
10 Deep Learning and Neural Networks/076 [Activity] Using Tensorflow_ Part 1.mp4 29.7 MB
10 Deep Learning and Neural Networks/076 [Activity] Using Tensorflow_ Part 1-subtitle-en.srt 16.8 kB
10 Deep Learning and Neural Networks/077 [Activity] Using Tensorflow_ Part 2.mp4 35.9 MB
10 Deep Learning and Neural Networks/077 [Activity] Using Tensorflow_ Part 2-subtitle-en.srt 23.5 kB
10 Deep Learning and Neural Networks/078 [Activity] Introducing Keras.mp4 35.5 MB
10 Deep Learning and Neural Networks/078 [Activity] Introducing Keras-subtitle-en.srt 25.4 kB
10 Deep Learning and Neural Networks/079 [Activity] Using Keras to Predict Political Affiliations.mp4 28.6 MB
10 Deep Learning and Neural Networks/079 [Activity] Using Keras to Predict Political Affiliations-subtitle-en.srt 22.2 kB
10 Deep Learning and Neural Networks/080 Convolutional Neural Networks (CNN's).mp4 25.2 MB
10 Deep Learning and Neural Networks/080 Convolutional Neural Networks (CNN's)-subtitle-en.srt 21.0 kB
10 Deep Learning and Neural Networks/081 [Activity] Using CNN's for handwriting recognition.mp4 23.5 MB
10 Deep Learning and Neural Networks/081 [Activity] Using CNN's for handwriting recognition-subtitle-en.srt 14.3 kB
10 Deep Learning and Neural Networks/082 Recurrent Neural Networks (RNN's).mp4 22.6 MB
10 Deep Learning and Neural Networks/082 Recurrent Neural Networks (RNN's)-subtitle-en.srt 19.6 kB
10 Deep Learning and Neural Networks/083 [Activity] Using a RNN for sentiment analysis.mp4 29.1 MB
10 Deep Learning and Neural Networks/083 [Activity] Using a RNN for sentiment analysis-subtitle-en.srt 18.2 kB
10 Deep Learning and Neural Networks/084 The Ethics of Deep Learning.mp4 56.3 MB
10 Deep Learning and Neural Networks/084 The Ethics of Deep Learning-subtitle-en.srt 20.3 kB
10 Deep Learning and Neural Networks/085 Learning More about Deep Learning.mp4 27.4 MB
10 Deep Learning and Neural Networks/085 Learning More about Deep Learning-subtitle-en.srt 3.3 kB
11 Final Project/086 Your final project assignment.mp4 20.6 MB
11 Final Project/086 Your final project assignment-subtitle-en.srt 12.2 kB
11 Final Project/087 Final project review.mp4 29.4 MB
11 Final Project/087 Final project review-subtitle-en.srt 16.1 kB
12 You made it!/088 More to Explore.mp4 47.3 MB
12 You made it!/088 More to Explore-subtitle-en.srt 7.1 kB
12 You made it!/089 Don't Forget to Leave a Rating!.html 1.7 kB
12 You made it!/090 Bonus Lecture_ Discounts on my Spark and MapReduce courses!.mp4 25.5 MB
12 You made it!/090 Bonus Lecture_ Discounts on my Spark and MapReduce courses!-subtitle-en.srt 4.7 kB
12 You made it!/external_links.txt 70 Bytes
[Discuss.FreeTutorials.us].url 252 Bytes
[FreeCoursesOnline.Us].url 123 Bytes
[FreeTutorials.Us].url 119 Bytes

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