File | Size |
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01 Getting Started/001 Introduction-subtitle-en.srt | 4.91 kB |
01 Getting Started/001 Introduction.mp4 | 27.73 MB |
01 Getting Started/002 [Activity] Getting What You Need-subtitle-en.srt | 4.78 kB |
01 Getting Started/002 [Activity] Getting What You Need.mp4 | 9.52 MB |
01 Getting Started/003 [Activity] Installing Enthought Canopy-subtitle-en.srt | 9.49 kB |
01 Getting Started/003 [Activity] Installing Enthought Canopy.mp4 | 40.51 MB |
01 Getting Started/004 Python Basics_ Part 1-subtitle-en.srt | 33.73 kB |
01 Getting Started/004 Python Basics_ Part 1.mp4 | 43.97 MB |
01 Getting Started/005 [Activity] Python Basics_ Part 2-subtitle-en.srt | 19.86 kB |
01 Getting Started/005 [Activity] Python Basics_ Part 2.mp4 | 28.46 MB |
01 Getting Started/006 Running Python Scripts-subtitle-en.srt | 8.57 kB |
01 Getting Started/006 Running Python Scripts.mp4 | 21.57 MB |
01 Getting Started/007 Introducing the Pandas Library-subtitle-en.srt | 18.00 kB |
01 Getting Started/007 Introducing the Pandas Library.mp4 | 43.34 MB |
01 Getting Started/external_links.txt | 146.00 B |
02 Statistics and Probability Refresher_ and Python Practise/008 Types of Data-subtitle-en.srt | 15.42 kB |
02 Statistics and Probability Refresher_ and Python Practise/008 Types of Data.mp4 | 34.11 MB |
02 Statistics and Probability Refresher_ and Python Practise/009 Mean_ Median_ Mode-subtitle-en.srt | 12.32 kB |
02 Statistics and Probability Refresher_ and Python Practise/009 Mean_ Median_ Mode.mp4 | 28.17 MB |
02 Statistics and Probability Refresher_ and Python Practise/010 [Activity] Using mean_ median_ and mode in Python-subtitle-en.srt | 17.35 kB |
02 Statistics and Probability Refresher_ and Python Practise/010 [Activity] Using mean_ median_ and mode in Python.mp4 | 38.99 MB |
02 Statistics and Probability Refresher_ and Python Practise/011 [Activity] Variation and Standard Deviation-subtitle-en.srt | 24.46 kB |
02 Statistics and Probability Refresher_ and Python Practise/011 [Activity] Variation and Standard Deviation.mp4 | 45.62 MB |
02 Statistics and Probability Refresher_ and Python Practise/012 Probability Density Function; Probability Mass Function-subtitle-en.srt | 7.26 kB |
02 Statistics and Probability Refresher_ and Python Practise/012 Probability Density Function; Probability Mass Function.mp4 | 12.35 MB |
02 Statistics and Probability Refresher_ and Python Practise/013 Common Data Distributions-subtitle-en.srt | 15.28 kB |
02 Statistics and Probability Refresher_ and Python Practise/013 Common Data Distributions.mp4 | 27.67 MB |
02 Statistics and Probability Refresher_ and Python Practise/014 [Activity] Percentiles and Moments-subtitle-en.srt | 26.79 kB |
02 Statistics and Probability Refresher_ and Python Practise/014 [Activity] Percentiles and Moments.mp4 | 42.98 MB |
02 Statistics and Probability Refresher_ and Python Practise/015 [Activity] A Crash Course in matplotlib-subtitle-en.srt | 27.09 kB |
02 Statistics and Probability Refresher_ and Python Practise/015 [Activity] A Crash Course in matplotlib.mp4 | 49.28 MB |
02 Statistics and Probability Refresher_ and Python Practise/016 [Activity] Covariance and Correlation-subtitle-en.srt | 24.57 kB |
02 Statistics and Probability Refresher_ and Python Practise/016 [Activity] Covariance and Correlation.mp4 | 49.78 MB |
02 Statistics and Probability Refresher_ and Python Practise/017 [Exercise] Conditional Probability-subtitle-en.srt | 24.47 kB |
02 Statistics and Probability Refresher_ and Python Practise/017 [Exercise] Conditional Probability.mp4 | 49.55 MB |
02 Statistics and Probability Refresher_ and Python Practise/018 Exercise Solution_ Conditional Probability of Purchase by Age-subtitle-en.srt | 4.67 kB |
02 Statistics and Probability Refresher_ and Python Practise/018 Exercise Solution_ Conditional Probability of Purchase by Age.mp4 | 14.09 MB |
02 Statistics and Probability Refresher_ and Python Practise/019 Bayes' Theorem-subtitle-en.srt | 10.95 kB |
02 Statistics and Probability Refresher_ and Python Practise/019 Bayes' Theorem.mp4 | 30.13 MB |
03 Predictive Models/020 [Activity] Linear Regression-subtitle-en.srt | 24.32 kB |
03 Predictive Models/020 [Activity] Linear Regression.mp4 | 32.97 MB |
03 Predictive Models/021 [Activity] Polynomial Regression-subtitle-en.srt | 16.71 kB |
03 Predictive Models/021 [Activity] Polynomial Regression.mp4 | 29.78 MB |
03 Predictive Models/022 [Activity] Multivariate Regression_ and Predicting Car Prices-subtitle-en.srt | 23.76 kB |
03 Predictive Models/022 [Activity] Multivariate Regression_ and Predicting Car Prices.mp4 | 49.97 MB |
03 Predictive Models/023 Multi-Level Models-subtitle-en.srt | 10.17 kB |
03 Predictive Models/023 Multi-Level Models.mp4 | 23.66 MB |
04 Machine Learning with Python/024 Supervised vs_ Unsupervised Learning_ and Train_Test-subtitle-en.srt | 19.85 kB |
04 Machine Learning with Python/024 Supervised vs_ Unsupervised Learning_ and Train_Test.mp4 | 47.80 MB |
04 Machine Learning with Python/025 [Activity] Using Train_Test to Prevent Overfitting a Polynomial Regression-subtitle-en.srt | 12.47 kB |
04 Machine Learning with Python/025 [Activity] Using Train_Test to Prevent Overfitting a Polynomial Regression.mp4 | 22.02 MB |
04 Machine Learning with Python/026 Bayesian Methods_ Concepts-subtitle-en.srt | 8.43 kB |
04 Machine Learning with Python/026 Bayesian Methods_ Concepts.mp4 | 19.41 MB |
04 Machine Learning with Python/027 [Activity] Implementing a Spam Classifier with Naive Bayes-subtitle-en.srt | 16.55 kB |
04 Machine Learning with Python/027 [Activity] Implementing a Spam Classifier with Naive Bayes.mp4 | 36.48 MB |
04 Machine Learning with Python/028 K-Means Clustering-subtitle-en.srt | 16.33 kB |
04 Machine Learning with Python/028 K-Means Clustering.mp4 | 30.30 MB |
04 Machine Learning with Python/029 [Activity] Clustering people based on income and age-subtitle-en.srt | 11.00 kB |
04 Machine Learning with Python/029 [Activity] Clustering people based on income and age.mp4 | 23.98 MB |
04 Machine Learning with Python/030 Measuring Entropy-subtitle-en.srt | 6.61 kB |
04 Machine Learning with Python/030 Measuring Entropy.mp4 | 17.48 MB |
04 Machine Learning with Python/031 [Activity] Install GraphViz.html | 2.68 kB |
04 Machine Learning with Python/032 Decision Trees_ Concepts-subtitle-en.srt | 20.00 kB |
04 Machine Learning with Python/032 Decision Trees_ Concepts.mp4 | 39.72 MB |
04 Machine Learning with Python/033 [Activity] Decision Trees_ Predicting Hiring Decisions-subtitle-en.srt | 21.27 kB |
04 Machine Learning with Python/033 [Activity] Decision Trees_ Predicting Hiring Decisions.mp4 | 38.23 MB |
04 Machine Learning with Python/034 Ensemble Learning-subtitle-en.srt | 13.81 kB |
04 Machine Learning with Python/034 Ensemble Learning.mp4 | 33.70 MB |
04 Machine Learning with Python/035 Support Vector Machines (SVM) Overview-subtitle-en.srt | 9.43 kB |
04 Machine Learning with Python/035 Support Vector Machines (SVM) Overview.mp4 | 21.77 MB |
04 Machine Learning with Python/036 [Activity] Using SVM to cluster people using scikit-learn-subtitle-en.srt | 11.33 kB |
04 Machine Learning with Python/036 [Activity] Using SVM to cluster people using scikit-learn.mp4 | 20.84 MB |
05 Recommender Systems/037 User-Based Collaborative Filtering-subtitle-en.srt | 18.39 kB |
05 Recommender Systems/037 User-Based Collaborative Filtering.mp4 | 36.81 MB |
05 Recommender Systems/038 Item-Based Collaborative Filtering-subtitle-en.srt | 18.96 kB |
05 Recommender Systems/038 Item-Based Collaborative Filtering.mp4 | 33.56 MB |
05 Recommender Systems/039 [Activity] Finding Movie Similarities-subtitle-en.srt | 19.06 kB |
05 Recommender Systems/039 [Activity] Finding Movie Similarities.mp4 | 48.48 MB |
05 Recommender Systems/040 [Activity] Improving the Results of Movie Similarities-subtitle-en.srt | 15.94 kB |
05 Recommender Systems/040 [Activity] Improving the Results of Movie Similarities.mp4 | 43.98 MB |
05 Recommender Systems/041 [Activity] Making Movie Recommendations to People-subtitle-en.srt | 21.46 kB |
05 Recommender Systems/041 [Activity] Making Movie Recommendations to People.mp4 | 63.25 MB |
05 Recommender Systems/042 [Exercise] Improve the recommender's results-subtitle-en.srt | 12.56 kB |
05 Recommender Systems/042 [Exercise] Improve the recommender's results.mp4 | 45.85 MB |
06 More Data Mining and Machine Learning Techniques/043 K-Nearest-Neighbors_ Concepts-subtitle-en.srt | 8.53 kB |
06 More Data Mining and Machine Learning Techniques/043 K-Nearest-Neighbors_ Concepts.mp4 | 19.90 MB |
06 More Data Mining and Machine Learning Techniques/044 [Activity] Using KNN to predict a rating for a movie-subtitle-en.srt | 26.93 kB |
06 More Data Mining and Machine Learning Techniques/044 [Activity] Using KNN to predict a rating for a movie.mp4 | 59.21 MB |
06 More Data Mining and Machine Learning Techniques/045 Dimensionality Reduction; Principal Component Analysis-subtitle-en.srt | 11.73 kB |
06 More Data Mining and Machine Learning Techniques/045 Dimensionality Reduction; Principal Component Analysis.mp4 | 35.67 MB |
06 More Data Mining and Machine Learning Techniques/046 [Activity] PCA Example with the Iris data set-subtitle-en.srt | 20.06 kB |
06 More Data Mining and Machine Learning Techniques/046 [Activity] PCA Example with the Iris data set.mp4 | 53.31 MB |
06 More Data Mining and Machine Learning Techniques/047 Data Warehousing Overview_ ETL and ELT-subtitle-en.srt | 18.72 kB |
06 More Data Mining and Machine Learning Techniques/047 Data Warehousing Overview_ ETL and ELT.mp4 | 54.11 MB |
06 More Data Mining and Machine Learning Techniques/048 Reinforcement Learning-subtitle-en.srt | 26.97 kB |
06 More Data Mining and Machine Learning Techniques/048 Reinforcement Learning.mp4 | 63.56 MB |
06 More Data Mining and Machine Learning Techniques/external_links.txt | 113.00 B |
07 Dealing with Real-World Data/049 Bias_Variance Tradeoff-subtitle-en.srt | 13.69 kB |
07 Dealing with Real-World Data/049 Bias_Variance Tradeoff.mp4 | 31.23 MB |
07 Dealing with Real-World Data/050 [Activity] K-Fold Cross-Validation to avoid overfitting-subtitle-en.srt | 23.25 kB |
07 Dealing with Real-World Data/050 [Activity] K-Fold Cross-Validation to avoid overfitting.mp4 | 45.87 MB |
07 Dealing with Real-World Data/051 Data Cleaning and Normalization-subtitle-en.srt | 16.23 kB |
07 Dealing with Real-World Data/051 Data Cleaning and Normalization.mp4 | 31.90 MB |
07 Dealing with Real-World Data/052 [Activity] Cleaning web log data-subtitle-en.srt | 22.55 kB |
07 Dealing with Real-World Data/052 [Activity] Cleaning web log data.mp4 | 60.16 MB |
07 Dealing with Real-World Data/053 Normalizing numerical data-subtitle-en.srt | 7.32 kB |
07 Dealing with Real-World Data/053 Normalizing numerical data.mp4 | 19.02 MB |
07 Dealing with Real-World Data/054 [Activity] Detecting outliers-subtitle-en.srt | 14.65 kB |
07 Dealing with Real-World Data/054 [Activity] Detecting outliers.mp4 | 39.04 MB |
08 Apache Spark_ Machine Learning on Big Data/055 Warning about Java 9!.html | 1.50 kB |
08 Apache Spark_ Machine Learning on Big Data/056 [Activity] Installing Spark - Part 1-subtitle-en.srt | 15.80 kB |
08 Apache Spark_ Machine Learning on Big Data/056 [Activity] Installing Spark - Part 1.mp4 | 44.24 MB |
08 Apache Spark_ Machine Learning on Big Data/057 [Activity] Installing Spark - Part 2-subtitle-en.srt | 26.89 kB |
08 Apache Spark_ Machine Learning on Big Data/057 [Activity] Installing Spark - Part 2.mp4 | 85.81 MB |
08 Apache Spark_ Machine Learning on Big Data/058 Spark Introduction-subtitle-en.srt | 20.12 kB |
08 Apache Spark_ Machine Learning on Big Data/058 Spark Introduction.mp4 | 32.46 MB |
08 Apache Spark_ Machine Learning on Big Data/059 Spark and the Resilient Distributed Dataset (RDD)-subtitle-en.srt | 23.20 kB |
08 Apache Spark_ Machine Learning on Big Data/059 Spark and the Resilient Distributed Dataset (RDD).mp4 | 36.41 MB |
08 Apache Spark_ Machine Learning on Big Data/060 Introducing MLLib-subtitle-en.srt | 10.93 kB |
08 Apache Spark_ Machine Learning on Big Data/060 Introducing MLLib.mp4 | 26.27 MB |
08 Apache Spark_ Machine Learning on Big Data/061 [Activity] Decision Trees in Spark-subtitle-en.srt | 30.84 kB |
08 Apache Spark_ Machine Learning on Big Data/061 [Activity] Decision Trees in Spark.mp4 | 88.24 MB |
08 Apache Spark_ Machine Learning on Big Data/062 [Activity] K-Means Clustering in Spark-subtitle-en.srt | 21.24 kB |
08 Apache Spark_ Machine Learning on Big Data/062 [Activity] K-Means Clustering in Spark.mp4 | 62.85 MB |
08 Apache Spark_ Machine Learning on Big Data/063 TF _ IDF-subtitle-en.srt | 13.34 kB |
08 Apache Spark_ Machine Learning on Big Data/063 TF _ IDF.mp4 | 32.20 MB |
08 Apache Spark_ Machine Learning on Big Data/064 [Activity] Searching Wikipedia with Spark-subtitle-en.srt | 14.65 kB |
08 Apache Spark_ Machine Learning on Big Data/064 [Activity] Searching Wikipedia with Spark.mp4 | 59.76 MB |
08 Apache Spark_ Machine Learning on Big Data/065 [Activity] Using the Spark 2_0 DataFrame API for MLLib-subtitle-en.srt | 16.54 kB |
08 Apache Spark_ Machine Learning on Big Data/065 [Activity] Using the Spark 2_0 DataFrame API for MLLib.mp4 | 30.53 MB |
08 Apache Spark_ Machine Learning on Big Data/external_links.txt | 73.00 B |
09 Experimental Design/066 A_B Testing Concepts-subtitle-en.srt | 19.15 kB |
09 Experimental Design/066 A_B Testing Concepts.mp4 | 42.69 MB |
09 Experimental Design/067 T-Tests and P-Values-subtitle-en.srt | 12.54 kB |
09 Experimental Design/067 T-Tests and P-Values.mp4 | 30.11 MB |
09 Experimental Design/068 [Activity] Hands-on With T-Tests-subtitle-en.srt | 13.01 kB |
09 Experimental Design/068 [Activity] Hands-on With T-Tests.mp4 | 40.06 MB |
09 Experimental Design/069 Determining How Long to Run an Experiment-subtitle-en.srt | 7.97 kB |
09 Experimental Design/069 Determining How Long to Run an Experiment.mp4 | 16.68 MB |
09 Experimental Design/070 A_B Test Gotchas-subtitle-en.srt | 20.78 kB |
09 Experimental Design/070 A_B Test Gotchas.mp4 | 43.78 MB |
10 Deep Learning and Neural Networks/071 Deep Learning Pre-Requisites-subtitle-en.srt | 20.10 kB |
10 Deep Learning and Neural Networks/071 Deep Learning Pre-Requisites.mp4 | 30.43 MB |
10 Deep Learning and Neural Networks/072 The History of Artificial Neural Networks-subtitle-en.srt | 19.76 kB |
10 Deep Learning and Neural Networks/072 The History of Artificial Neural Networks.mp4 | 22.45 MB |
10 Deep Learning and Neural Networks/073 [Activity] Deep Learning in the Tensorflow Playground-subtitle-en.srt | 20.44 kB |
10 Deep Learning and Neural Networks/073 [Activity] Deep Learning in the Tensorflow Playground.mp4 | 49.01 MB |
10 Deep Learning and Neural Networks/074 Deep Learning Details-subtitle-en.srt | 17.41 kB |
10 Deep Learning and Neural Networks/074 Deep Learning Details.mp4 | 18.17 MB |
10 Deep Learning and Neural Networks/075 Introducing Tensorflow-subtitle-en.srt | 23.17 kB |
10 Deep Learning and Neural Networks/075 Introducing Tensorflow.mp4 | 25.44 MB |
10 Deep Learning and Neural Networks/076 [Activity] Using Tensorflow_ Part 1-subtitle-en.srt | 16.44 kB |
10 Deep Learning and Neural Networks/076 [Activity] Using Tensorflow_ Part 1.mp4 | 28.35 MB |
10 Deep Learning and Neural Networks/077 [Activity] Using Tensorflow_ Part 2-subtitle-en.srt | 22.92 kB |
10 Deep Learning and Neural Networks/077 [Activity] Using Tensorflow_ Part 2.mp4 | 34.22 MB |
10 Deep Learning and Neural Networks/078 [Activity] Introducing Keras-subtitle-en.srt | 24.82 kB |
10 Deep Learning and Neural Networks/078 [Activity] Introducing Keras.mp4 | 33.83 MB |
10 Deep Learning and Neural Networks/079 [Activity] Using Keras to Predict Political Affiliations-subtitle-en.srt | 21.71 kB |
10 Deep Learning and Neural Networks/079 [Activity] Using Keras to Predict Political Affiliations.mp4 | 27.30 MB |
10 Deep Learning and Neural Networks/080 Convolutional Neural Networks (CNN's)-subtitle-en.srt | 20.55 kB |
10 Deep Learning and Neural Networks/080 Convolutional Neural Networks (CNN's).mp4 | 23.99 MB |
10 Deep Learning and Neural Networks/081 [Activity] Using CNN's for handwriting recognition-subtitle-en.srt | 14.00 kB |
10 Deep Learning and Neural Networks/081 [Activity] Using CNN's for handwriting recognition.mp4 | 22.43 MB |
10 Deep Learning and Neural Networks/082 Recurrent Neural Networks (RNN's)-subtitle-en.srt | 19.13 kB |
10 Deep Learning and Neural Networks/082 Recurrent Neural Networks (RNN's).mp4 | 21.56 MB |
10 Deep Learning and Neural Networks/083 [Activity] Using a RNN for sentiment analysis-subtitle-en.srt | 17.77 kB |
10 Deep Learning and Neural Networks/083 [Activity] Using a RNN for sentiment analysis.mp4 | 27.71 MB |
10 Deep Learning and Neural Networks/084 The Ethics of Deep Learning-subtitle-en.srt | 19.78 kB |
10 Deep Learning and Neural Networks/084 The Ethics of Deep Learning.mp4 | 53.66 MB |
10 Deep Learning and Neural Networks/085 Learning More about Deep Learning-subtitle-en.srt | 3.27 kB |
10 Deep Learning and Neural Networks/085 Learning More about Deep Learning.mp4 | 26.18 MB |
11 Final Project/086 Your final project assignment-subtitle-en.srt | 11.88 kB |
11 Final Project/086 Your final project assignment.mp4 | 19.61 MB |
11 Final Project/087 Final project review-subtitle-en.srt | 15.75 kB |
11 Final Project/087 Final project review.mp4 | 28.03 MB |
12 You made it!/088 More to Explore-subtitle-en.srt | 6.93 kB |
12 You made it!/088 More to Explore.mp4 | 45.14 MB |
12 You made it!/089 Don't Forget to Leave a Rating!.html | 1.64 kB |
12 You made it!/090 Bonus Lecture_ Discounts on my Spark and MapReduce courses!-subtitle-en.srt | 4.59 kB |
12 You made it!/090 Bonus Lecture_ Discounts on my Spark and MapReduce courses!.mp4 | 24.32 MB |
12 You made it!/external_links.txt | 70.00 B |
Udemy Course downloader.txt | 94.00 B |
udemycoursedownloader.com.url | 132.00 B |