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[Discuss.FreeTutorials.us].url |
252B |
[FreeCoursesOnline.Us].url |
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[FreeTutorials.Us].url |
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001 Introduction.mp4 |
27.73MB |
001 Introduction-subtitle-en.srt |
4.91KB |
002 [Activity] Getting What You Need.mp4 |
9.52MB |
002 [Activity] Getting What You Need-subtitle-en.srt |
4.78KB |
003 [Activity] Installing Enthought Canopy.mp4 |
40.51MB |
003 [Activity] Installing Enthought Canopy-subtitle-en.srt |
9.49KB |
004 Python Basics_ Part 1.mp4 |
43.97MB |
004 Python Basics_ Part 1-subtitle-en.srt |
33.73KB |
005 [Activity] Python Basics_ Part 2.mp4 |
28.46MB |
005 [Activity] Python Basics_ Part 2-subtitle-en.srt |
19.86KB |
006 Running Python Scripts.mp4 |
21.57MB |
006 Running Python Scripts-subtitle-en.srt |
8.57KB |
007 Introducing the Pandas Library.mp4 |
43.34MB |
007 Introducing the Pandas Library-subtitle-en.srt |
18.00KB |
008 Types of Data.mp4 |
34.11MB |
008 Types of Data-subtitle-en.srt |
15.42KB |
009 Mean_ Median_ Mode.mp4 |
28.17MB |
009 Mean_ Median_ Mode-subtitle-en.srt |
12.32KB |
010 [Activity] Using mean_ median_ and mode in Python.mp4 |
38.99MB |
010 [Activity] Using mean_ median_ and mode in Python-subtitle-en.srt |
17.35KB |
011 [Activity] Variation and Standard Deviation.mp4 |
45.62MB |
011 [Activity] Variation and Standard Deviation-subtitle-en.srt |
24.46KB |
012 Probability Density Function; Probability Mass Function.mp4 |
12.35MB |
012 Probability Density Function; Probability Mass Function-subtitle-en.srt |
7.26KB |
013 Common Data Distributions.mp4 |
27.67MB |
013 Common Data Distributions-subtitle-en.srt |
15.28KB |
014 [Activity] Percentiles and Moments.mp4 |
42.98MB |
014 [Activity] Percentiles and Moments-subtitle-en.srt |
26.79KB |
015 [Activity] A Crash Course in matplotlib.mp4 |
49.28MB |
015 [Activity] A Crash Course in matplotlib-subtitle-en.srt |
27.09KB |
016 [Activity] Covariance and Correlation.mp4 |
49.78MB |
016 [Activity] Covariance and Correlation-subtitle-en.srt |
24.57KB |
017 [Exercise] Conditional Probability.mp4 |
49.55MB |
017 [Exercise] Conditional Probability-subtitle-en.srt |
24.47KB |
018 Exercise Solution_ Conditional Probability of Purchase by Age.mp4 |
14.09MB |
018 Exercise Solution_ Conditional Probability of Purchase by Age-subtitle-en.srt |
4.67KB |
019 Bayes' Theorem.mp4 |
30.13MB |
019 Bayes' Theorem-subtitle-en.srt |
10.95KB |
020 [Activity] Linear Regression.mp4 |
32.97MB |
020 [Activity] Linear Regression-subtitle-en.srt |
24.32KB |
021 [Activity] Polynomial Regression.mp4 |
29.78MB |
021 [Activity] Polynomial Regression-subtitle-en.srt |
16.71KB |
022 [Activity] Multivariate Regression_ and Predicting Car Prices.mp4 |
49.97MB |
022 [Activity] Multivariate Regression_ and Predicting Car Prices-subtitle-en.srt |
23.76KB |
023 Multi-Level Models.mp4 |
23.66MB |
023 Multi-Level Models-subtitle-en.srt |
10.17KB |
024 Supervised vs_ Unsupervised Learning_ and Train_Test.mp4 |
47.80MB |
024 Supervised vs_ Unsupervised Learning_ and Train_Test-subtitle-en.srt |
19.85KB |
025 [Activity] Using Train_Test to Prevent Overfitting a Polynomial Regression.mp4 |
22.02MB |
025 [Activity] Using Train_Test to Prevent Overfitting a Polynomial Regression-subtitle-en.srt |
12.47KB |
026 Bayesian Methods_ Concepts.mp4 |
19.41MB |
026 Bayesian Methods_ Concepts-subtitle-en.srt |
8.43KB |
027 [Activity] Implementing a Spam Classifier with Naive Bayes.mp4 |
36.48MB |
027 [Activity] Implementing a Spam Classifier with Naive Bayes-subtitle-en.srt |
16.55KB |
028 K-Means Clustering.mp4 |
30.30MB |
028 K-Means Clustering-subtitle-en.srt |
16.33KB |
029 [Activity] Clustering people based on income and age.mp4 |
23.98MB |
029 [Activity] Clustering people based on income and age-subtitle-en.srt |
11.00KB |
030 Measuring Entropy.mp4 |
17.48MB |
030 Measuring Entropy-subtitle-en.srt |
6.61KB |
031 [Activity] Install GraphViz.html |
2.68KB |
032 Decision Trees_ Concepts.mp4 |
39.72MB |
032 Decision Trees_ Concepts-subtitle-en.srt |
20.00KB |
033 [Activity] Decision Trees_ Predicting Hiring Decisions.mp4 |
38.23MB |
033 [Activity] Decision Trees_ Predicting Hiring Decisions-subtitle-en.srt |
21.27KB |
034 Ensemble Learning.mp4 |
33.70MB |
034 Ensemble Learning-subtitle-en.srt |
13.81KB |
035 Support Vector Machines (SVM) Overview.mp4 |
21.77MB |
035 Support Vector Machines (SVM) Overview-subtitle-en.srt |
9.43KB |
036 [Activity] Using SVM to cluster people using scikit-learn.mp4 |
20.84MB |
036 [Activity] Using SVM to cluster people using scikit-learn-subtitle-en.srt |
11.33KB |
037 User-Based Collaborative Filtering.mp4 |
36.81MB |
037 User-Based Collaborative Filtering-subtitle-en.srt |
18.39KB |
038 Item-Based Collaborative Filtering.mp4 |
33.56MB |
038 Item-Based Collaborative Filtering-subtitle-en.srt |
18.96KB |
039 [Activity] Finding Movie Similarities.mp4 |
48.48MB |
039 [Activity] Finding Movie Similarities-subtitle-en.srt |
19.06KB |
040 [Activity] Improving the Results of Movie Similarities.mp4 |
43.98MB |
040 [Activity] Improving the Results of Movie Similarities-subtitle-en.srt |
15.94KB |
041 [Activity] Making Movie Recommendations to People.mp4 |
63.25MB |
041 [Activity] Making Movie Recommendations to People-subtitle-en.srt |
21.46KB |
042 [Exercise] Improve the recommender's results.mp4 |
45.85MB |
042 [Exercise] Improve the recommender's results-subtitle-en.srt |
12.56KB |
043 K-Nearest-Neighbors_ Concepts.mp4 |
19.90MB |
043 K-Nearest-Neighbors_ Concepts-subtitle-en.srt |
8.53KB |
044 [Activity] Using KNN to predict a rating for a movie.mp4 |
59.21MB |
044 [Activity] Using KNN to predict a rating for a movie-subtitle-en.srt |
26.93KB |
045 Dimensionality Reduction; Principal Component Analysis.mp4 |
35.67MB |
045 Dimensionality Reduction; Principal Component Analysis-subtitle-en.srt |
11.73KB |
046 [Activity] PCA Example with the Iris data set.mp4 |
53.31MB |
046 [Activity] PCA Example with the Iris data set-subtitle-en.srt |
20.06KB |
047 Data Warehousing Overview_ ETL and ELT.mp4 |
54.11MB |
047 Data Warehousing Overview_ ETL and ELT-subtitle-en.srt |
18.72KB |
048 Reinforcement Learning.mp4 |
63.56MB |
048 Reinforcement Learning-subtitle-en.srt |
26.97KB |
049 Bias_Variance Tradeoff.mp4 |
31.23MB |
049 Bias_Variance Tradeoff-subtitle-en.srt |
13.69KB |
050 [Activity] K-Fold Cross-Validation to avoid overfitting.mp4 |
45.87MB |
050 [Activity] K-Fold Cross-Validation to avoid overfitting-subtitle-en.srt |
23.25KB |
051 Data Cleaning and Normalization.mp4 |
31.90MB |
051 Data Cleaning and Normalization-subtitle-en.srt |
16.23KB |
052 [Activity] Cleaning web log data.mp4 |
60.16MB |
052 [Activity] Cleaning web log data-subtitle-en.srt |
22.55KB |
053 Normalizing numerical data.mp4 |
19.02MB |
053 Normalizing numerical data-subtitle-en.srt |
7.32KB |
054 [Activity] Detecting outliers.mp4 |
39.04MB |
054 [Activity] Detecting outliers-subtitle-en.srt |
14.65KB |
055 Warning about Java 9!.html |
1.50KB |
056 [Activity] Installing Spark - Part 1.mp4 |
44.24MB |
056 [Activity] Installing Spark - Part 1-subtitle-en.srt |
15.80KB |
057 [Activity] Installing Spark - Part 2.mp4 |
85.81MB |
057 [Activity] Installing Spark - Part 2-subtitle-en.srt |
26.89KB |
058 Spark Introduction.mp4 |
32.46MB |
058 Spark Introduction-subtitle-en.srt |
20.12KB |
059 Spark and the Resilient Distributed Dataset (RDD).mp4 |
36.41MB |
059 Spark and the Resilient Distributed Dataset (RDD)-subtitle-en.srt |
23.20KB |
060 Introducing MLLib.mp4 |
26.27MB |
060 Introducing MLLib-subtitle-en.srt |
10.93KB |
061 [Activity] Decision Trees in Spark.mp4 |
88.24MB |
061 [Activity] Decision Trees in Spark-subtitle-en.srt |
30.84KB |
062 [Activity] K-Means Clustering in Spark.mp4 |
62.85MB |
062 [Activity] K-Means Clustering in Spark-subtitle-en.srt |
21.24KB |
063 TF _ IDF.mp4 |
32.20MB |
063 TF _ IDF-subtitle-en.srt |
13.34KB |
064 [Activity] Searching Wikipedia with Spark.mp4 |
59.76MB |
064 [Activity] Searching Wikipedia with Spark-subtitle-en.srt |
14.65KB |
065 [Activity] Using the Spark 2_0 DataFrame API for MLLib.mp4 |
30.53MB |
065 [Activity] Using the Spark 2_0 DataFrame API for MLLib-subtitle-en.srt |
16.54KB |
066 A_B Testing Concepts.mp4 |
42.69MB |
066 A_B Testing Concepts-subtitle-en.srt |
19.15KB |
067 T-Tests and P-Values.mp4 |
30.11MB |
067 T-Tests and P-Values-subtitle-en.srt |
12.54KB |
068 [Activity] Hands-on With T-Tests.mp4 |
40.06MB |
068 [Activity] Hands-on With T-Tests-subtitle-en.srt |
13.01KB |
069 Determining How Long to Run an Experiment.mp4 |
16.68MB |
069 Determining How Long to Run an Experiment-subtitle-en.srt |
7.97KB |
070 A_B Test Gotchas.mp4 |
43.78MB |
070 A_B Test Gotchas-subtitle-en.srt |
20.78KB |
071 Deep Learning Pre-Requisites.mp4 |
30.43MB |
071 Deep Learning Pre-Requisites-subtitle-en.srt |
20.10KB |
072 The History of Artificial Neural Networks.mp4 |
22.45MB |
072 The History of Artificial Neural Networks-subtitle-en.srt |
19.76KB |
073 [Activity] Deep Learning in the Tensorflow Playground.mp4 |
49.01MB |
073 [Activity] Deep Learning in the Tensorflow Playground-subtitle-en.srt |
20.44KB |
074 Deep Learning Details.mp4 |
18.17MB |
074 Deep Learning Details-subtitle-en.srt |
17.41KB |
075 Introducing Tensorflow.mp4 |
25.44MB |
075 Introducing Tensorflow-subtitle-en.srt |
23.17KB |
076 [Activity] Using Tensorflow_ Part 1.mp4 |
28.35MB |
076 [Activity] Using Tensorflow_ Part 1-subtitle-en.srt |
16.44KB |
077 [Activity] Using Tensorflow_ Part 2.mp4 |
34.22MB |
077 [Activity] Using Tensorflow_ Part 2-subtitle-en.srt |
22.92KB |
078 [Activity] Introducing Keras.mp4 |
33.83MB |
078 [Activity] Introducing Keras-subtitle-en.srt |
24.82KB |
079 [Activity] Using Keras to Predict Political Affiliations.mp4 |
27.30MB |
079 [Activity] Using Keras to Predict Political Affiliations-subtitle-en.srt |
21.71KB |
080 Convolutional Neural Networks (CNN's).mp4 |
23.99MB |
080 Convolutional Neural Networks (CNN's)-subtitle-en.srt |
20.55KB |
081 [Activity] Using CNN's for handwriting recognition.mp4 |
22.43MB |
081 [Activity] Using CNN's for handwriting recognition-subtitle-en.srt |
14.00KB |
082 Recurrent Neural Networks (RNN's).mp4 |
21.56MB |
082 Recurrent Neural Networks (RNN's)-subtitle-en.srt |
19.13KB |
083 [Activity] Using a RNN for sentiment analysis.mp4 |
27.71MB |
083 [Activity] Using a RNN for sentiment analysis-subtitle-en.srt |
17.77KB |
084 The Ethics of Deep Learning.mp4 |
53.66MB |
084 The Ethics of Deep Learning-subtitle-en.srt |
19.78KB |
085 Learning More about Deep Learning.mp4 |
26.18MB |
085 Learning More about Deep Learning-subtitle-en.srt |
3.27KB |
086 Your final project assignment.mp4 |
19.61MB |
086 Your final project assignment-subtitle-en.srt |
11.88KB |
087 Final project review.mp4 |
28.03MB |
087 Final project review-subtitle-en.srt |
15.75KB |
088 More to Explore.mp4 |
45.14MB |
088 More to Explore-subtitle-en.srt |
6.93KB |
089 Don't Forget to Leave a Rating!.html |
1.64KB |
090 Bonus Lecture_ Discounts on my Spark and MapReduce courses!.mp4 |
24.32MB |
090 Bonus Lecture_ Discounts on my Spark and MapReduce courses!-subtitle-en.srt |
4.59KB |
external_links.txt |
146B |
external_links.txt |
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external_links.txt |
73B |
external_links.txt |
70B |