[FreeCourseSite.com] Udemy - Data Science, Deep Learning, & Machine Learning with Python

Creation Time	Sept. 15, 2023, 3:03 a.m.
Last Access Time	July 15, 2025, 8:16 a.m.
File Size	3.1 GB
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Total Files	181
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08 Apache Spark_ Machine Learning on Big Data/061 [Activity] Decision Trees in Spark.mp4 88.2 MB
08 Apache Spark_ Machine Learning on Big Data/057 [Activity] Installing Spark - Part 2.mp4 85.8 MB
06 More Data Mining and Machine Learning Techniques/048 Reinforcement Learning.mp4 63.6 MB
05 Recommender Systems/041 [Activity] Making Movie Recommendations to People.mp4 63.3 MB
08 Apache Spark_ Machine Learning on Big Data/062 [Activity] K-Means Clustering in Spark.mp4 62.8 MB
07 Dealing with Real-World Data/052 [Activity] Cleaning web log data.mp4 60.2 MB
08 Apache Spark_ Machine Learning on Big Data/064 [Activity] Searching Wikipedia with Spark.mp4 59.8 MB
06 More Data Mining and Machine Learning Techniques/044 [Activity] Using KNN to predict a rating for a movie.mp4 59.2 MB
06 More Data Mining and Machine Learning Techniques/047 Data Warehousing Overview_ ETL and ELT.mp4 54.1 MB
10 Deep Learning and Neural Networks/084 The Ethics of Deep Learning.mp4 53.7 MB
06 More Data Mining and Machine Learning Techniques/046 [Activity] PCA Example with the Iris data set.mp4 53.3 MB
03 Predictive Models/022 [Activity] Multivariate Regression_ and Predicting Car Prices.mp4 50.0 MB
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.mp4 49.6 MB
02 Statistics and Probability Refresher_ and Python Practise/015 [Activity] A Crash Course in matplotlib.mp4 49.3 MB
10 Deep Learning and Neural Networks/073 [Activity] Deep Learning in the Tensorflow Playground.mp4 49.0 MB
05 Recommender Systems/039 [Activity] Finding Movie Similarities.mp4 48.5 MB
04 Machine Learning with Python/024 Supervised vs_ Unsupervised Learning_ and Train_Test.mp4 47.8 MB
07 Dealing with Real-World Data/050 [Activity] K-Fold Cross-Validation to avoid overfitting.mp4 45.9 MB
05 Recommender Systems/042 [Exercise] Improve the recommender's results.mp4 45.9 MB
02 Statistics and Probability Refresher_ and Python Practise/011 [Activity] Variation and Standard Deviation.mp4 45.6 MB
12 You made it!/088 More to Explore.mp4 45.1 MB
08 Apache Spark_ Machine Learning on Big Data/056 [Activity] Installing Spark - Part 1.mp4 44.2 MB
05 Recommender Systems/040 [Activity] Improving the Results of Movie Similarities.mp4 44.0 MB
01 Getting Started/004 Python Basics_ Part 1.mp4 44.0 MB
09 Experimental Design/070 A_B Test Gotchas.mp4 43.8 MB
01 Getting Started/007 Introducing the Pandas Library.mp4 43.3 MB
02 Statistics and Probability Refresher_ and Python Practise/014 [Activity] Percentiles and Moments.mp4 43.0 MB
09 Experimental Design/066 A_B Testing Concepts.mp4 42.7 MB
01 Getting Started/003 [Activity] Installing Enthought Canopy.mp4 40.5 MB
09 Experimental Design/068 [Activity] Hands-on With T-Tests.mp4 40.1 MB
04 Machine Learning with Python/032 Decision Trees_ Concepts.mp4 39.7 MB
07 Dealing with Real-World Data/054 [Activity] Detecting outliers.mp4 39.0 MB
02 Statistics and Probability Refresher_ and Python Practise/010 [Activity] Using mean_ median_ and mode in Python.mp4 39.0 MB
04 Machine Learning with Python/033 [Activity] Decision Trees_ Predicting Hiring Decisions.mp4 38.2 MB
05 Recommender Systems/037 User-Based Collaborative Filtering.mp4 36.8 MB
04 Machine Learning with Python/027 [Activity] Implementing a Spam Classifier with Naive Bayes.mp4 36.5 MB
08 Apache Spark_ Machine Learning on Big Data/059 Spark and the Resilient Distributed Dataset (RDD).mp4 36.4 MB
06 More Data Mining and Machine Learning Techniques/045 Dimensionality Reduction; Principal Component Analysis.mp4 35.7 MB
10 Deep Learning and Neural Networks/077 [Activity] Using Tensorflow_ Part 2.mp4 34.2 MB
02 Statistics and Probability Refresher_ and Python Practise/008 Types of Data.mp4 34.1 MB
10 Deep Learning and Neural Networks/078 [Activity] Introducing Keras.mp4 33.8 MB
04 Machine Learning with Python/034 Ensemble Learning.mp4 33.7 MB
05 Recommender Systems/038 Item-Based Collaborative Filtering.mp4 33.6 MB
03 Predictive Models/020 [Activity] Linear Regression.mp4 33.0 MB
08 Apache Spark_ Machine Learning on Big Data/058 Spark Introduction.mp4 32.5 MB
08 Apache Spark_ Machine Learning on Big Data/063 TF _ IDF.mp4 32.2 MB
07 Dealing with Real-World Data/051 Data Cleaning and Normalization.mp4 31.9 MB
07 Dealing with Real-World Data/049 Bias_Variance Tradeoff.mp4 31.2 MB
08 Apache Spark_ Machine Learning on Big Data/065 [Activity] Using the Spark 2_0 DataFrame API for MLLib.mp4 30.5 MB
10 Deep Learning and Neural Networks/071 Deep Learning Pre-Requisites.mp4 30.4 MB
04 Machine Learning with Python/028 K-Means Clustering.mp4 30.3 MB
02 Statistics and Probability Refresher_ and Python Practise/019 Bayes' Theorem.mp4 30.1 MB
09 Experimental Design/067 T-Tests and P-Values.mp4 30.1 MB
03 Predictive Models/021 [Activity] Polynomial Regression.mp4 29.8 MB
01 Getting Started/005 [Activity] Python Basics_ Part 2.mp4 28.5 MB
10 Deep Learning and Neural Networks/076 [Activity] Using Tensorflow_ Part 1.mp4 28.4 MB
02 Statistics and Probability Refresher_ and Python Practise/009 Mean_ Median_ Mode.mp4 28.2 MB
11 Final Project/087 Final project review.mp4 28.0 MB
01 Getting Started/001 Introduction.mp4 27.7 MB
10 Deep Learning and Neural Networks/083 [Activity] Using a RNN for sentiment analysis.mp4 27.7 MB
02 Statistics and Probability Refresher_ and Python Practise/013 Common Data Distributions.mp4 27.7 MB
10 Deep Learning and Neural Networks/079 [Activity] Using Keras to Predict Political Affiliations.mp4 27.3 MB
08 Apache Spark_ Machine Learning on Big Data/060 Introducing MLLib.mp4 26.3 MB
10 Deep Learning and Neural Networks/085 Learning More about Deep Learning.mp4 26.2 MB
10 Deep Learning and Neural Networks/075 Introducing Tensorflow.mp4 25.4 MB
12 You made it!/090 Bonus Lecture_ Discounts on my Spark and MapReduce courses!.mp4 24.3 MB
10 Deep Learning and Neural Networks/080 Convolutional Neural Networks (CNN's).mp4 24.0 MB
04 Machine Learning with Python/029 [Activity] Clustering people based on income and age.mp4 24.0 MB
03 Predictive Models/023 Multi-Level Models.mp4 23.7 MB
10 Deep Learning and Neural Networks/072 The History of Artificial Neural Networks.mp4 22.4 MB
10 Deep Learning and Neural Networks/081 [Activity] Using CNN's for handwriting recognition.mp4 22.4 MB
04 Machine Learning with Python/025 [Activity] Using Train_Test to Prevent Overfitting a Polynomial Regression.mp4 22.0 MB
04 Machine Learning with Python/035 Support Vector Machines (SVM) Overview.mp4 21.8 MB
01 Getting Started/006 Running Python Scripts.mp4 21.6 MB
10 Deep Learning and Neural Networks/082 Recurrent Neural Networks (RNN's).mp4 21.6 MB
04 Machine Learning with Python/036 [Activity] Using SVM to cluster people using scikit-learn.mp4 20.8 MB
06 More Data Mining and Machine Learning Techniques/043 K-Nearest-Neighbors_ Concepts.mp4 19.9 MB
11 Final Project/086 Your final project assignment.mp4 19.6 MB
04 Machine Learning with Python/026 Bayesian Methods_ Concepts.mp4 19.4 MB
07 Dealing with Real-World Data/053 Normalizing numerical data.mp4 19.0 MB
10 Deep Learning and Neural Networks/074 Deep Learning Details.mp4 18.2 MB
04 Machine Learning with Python/030 Measuring Entropy.mp4 17.5 MB
09 Experimental Design/069 Determining How Long to Run an Experiment.mp4 16.7 MB
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/012 Probability Density Function; Probability Mass Function.mp4 12.4 MB
01 Getting Started/002 [Activity] Getting What You Need.mp4 9.5 MB
01 Getting Started/004 Python Basics_ Part 1-subtitle-en.srt 33.7 KB
08 Apache Spark_ Machine Learning on Big Data/061 [Activity] Decision Trees in Spark-subtitle-en.srt 30.8 KB
02 Statistics and Probability Refresher_ and Python Practise/015 [Activity] A Crash Course in matplotlib-subtitle-en.srt 27.1 KB
06 More Data Mining and Machine Learning Techniques/048 Reinforcement Learning-subtitle-en.srt 27.0 KB
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
08 Apache Spark_ Machine Learning on Big Data/057 [Activity] Installing Spark - Part 2-subtitle-en.srt 26.9 KB
02 Statistics and Probability Refresher_ and Python Practise/014 [Activity] Percentiles and Moments-subtitle-en.srt 26.8 KB
10 Deep Learning and Neural Networks/078 [Activity] Introducing Keras-subtitle-en.srt 24.8 KB
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/017 [Exercise] Conditional Probability-subtitle-en.srt 24.5 KB
02 Statistics and Probability Refresher_ and Python Practise/011 [Activity] Variation and Standard Deviation-subtitle-en.srt 24.5 KB
03 Predictive Models/020 [Activity] Linear Regression-subtitle-en.srt 24.3 KB
03 Predictive Models/022 [Activity] Multivariate Regression_ and Predicting Car Prices-subtitle-en.srt 23.8 KB
07 Dealing with Real-World Data/050 [Activity] K-Fold Cross-Validation to avoid overfitting-subtitle-en.srt 23.2 KB
08 Apache Spark_ Machine Learning on Big Data/059 Spark and the Resilient Distributed Dataset (RDD)-subtitle-en.srt 23.2 KB
10 Deep Learning and Neural Networks/075 Introducing Tensorflow-subtitle-en.srt 23.2 KB
10 Deep Learning and Neural Networks/077 [Activity] Using Tensorflow_ Part 2-subtitle-en.srt 22.9 KB
07 Dealing with Real-World Data/052 [Activity] Cleaning web log data-subtitle-en.srt 22.6 KB
10 Deep Learning and Neural Networks/079 [Activity] Using Keras to Predict Political Affiliations-subtitle-en.srt 21.7 KB
05 Recommender Systems/041 [Activity] Making Movie Recommendations to People-subtitle-en.srt 21.5 KB
04 Machine Learning with Python/033 [Activity] Decision Trees_ Predicting Hiring Decisions-subtitle-en.srt 21.3 KB
08 Apache Spark_ Machine Learning on Big Data/062 [Activity] K-Means Clustering in Spark-subtitle-en.srt 21.2 KB
09 Experimental Design/070 A_B Test Gotchas-subtitle-en.srt 20.8 KB
10 Deep Learning and Neural Networks/080 Convolutional Neural Networks (CNN's)-subtitle-en.srt 20.6 KB
10 Deep Learning and Neural Networks/073 [Activity] Deep Learning in the Tensorflow Playground-subtitle-en.srt 20.4 KB
08 Apache Spark_ Machine Learning on Big Data/058 Spark Introduction-subtitle-en.srt 20.1 KB
10 Deep Learning and Neural Networks/071 Deep Learning Pre-Requisites-subtitle-en.srt 20.1 KB
06 More Data Mining and Machine Learning Techniques/046 [Activity] PCA Example with the Iris data set-subtitle-en.srt 20.1 KB
04 Machine Learning with Python/032 Decision Trees_ Concepts-subtitle-en.srt 20.0 KB
01 Getting Started/005 [Activity] Python Basics_ Part 2-subtitle-en.srt 19.9 KB
04 Machine Learning with Python/024 Supervised vs_ Unsupervised Learning_ and Train_Test-subtitle-en.srt 19.8 KB
10 Deep Learning and Neural Networks/084 The Ethics of Deep Learning-subtitle-en.srt 19.8 KB
10 Deep Learning and Neural Networks/072 The History of Artificial Neural Networks-subtitle-en.srt 19.8 KB
09 Experimental Design/066 A_B Testing Concepts-subtitle-en.srt 19.1 KB
10 Deep Learning and Neural Networks/082 Recurrent Neural Networks (RNN's)-subtitle-en.srt 19.1 KB
05 Recommender Systems/039 [Activity] Finding Movie Similarities-subtitle-en.srt 19.1 KB
05 Recommender Systems/038 Item-Based Collaborative Filtering-subtitle-en.srt 19.0 KB
06 More Data Mining and Machine Learning Techniques/047 Data Warehousing Overview_ ETL and ELT-subtitle-en.srt 18.7 KB
05 Recommender Systems/037 User-Based Collaborative Filtering-subtitle-en.srt 18.4 KB
01 Getting Started/007 Introducing the Pandas Library-subtitle-en.srt 18.0 KB
10 Deep Learning and Neural Networks/083 [Activity] Using a RNN for sentiment analysis-subtitle-en.srt 17.8 KB
10 Deep Learning and Neural Networks/074 Deep Learning Details-subtitle-en.srt 17.4 KB
02 Statistics and Probability Refresher_ and Python Practise/010 [Activity] Using mean_ median_ and mode in Python-subtitle-en.srt 17.3 KB
03 Predictive Models/021 [Activity] Polynomial Regression-subtitle-en.srt 16.7 KB
04 Machine Learning with Python/027 [Activity] Implementing a Spam Classifier with Naive Bayes-subtitle-en.srt 16.6 KB
08 Apache Spark_ Machine Learning on Big Data/065 [Activity] Using the Spark 2_0 DataFrame API for MLLib-subtitle-en.srt 16.5 KB
10 Deep Learning and Neural Networks/076 [Activity] Using Tensorflow_ Part 1-subtitle-en.srt 16.4 KB
04 Machine Learning with Python/028 K-Means Clustering-subtitle-en.srt 16.3 KB
07 Dealing with Real-World Data/051 Data Cleaning and Normalization-subtitle-en.srt 16.2 KB
05 Recommender Systems/040 [Activity] Improving the Results of Movie Similarities-subtitle-en.srt 15.9 KB
08 Apache Spark_ Machine Learning on Big Data/056 [Activity] Installing Spark - Part 1-subtitle-en.srt 15.8 KB
11 Final Project/087 Final project review-subtitle-en.srt 15.8 KB
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/013 Common Data Distributions-subtitle-en.srt 15.3 KB
08 Apache Spark_ Machine Learning on Big Data/064 [Activity] Searching Wikipedia with Spark-subtitle-en.srt 14.7 KB
07 Dealing with Real-World Data/054 [Activity] Detecting outliers-subtitle-en.srt 14.6 KB
10 Deep Learning and Neural Networks/081 [Activity] Using CNN's for handwriting recognition-subtitle-en.srt 14.0 KB
04 Machine Learning with Python/034 Ensemble Learning-subtitle-en.srt 13.8 KB
07 Dealing with Real-World Data/049 Bias_Variance Tradeoff-subtitle-en.srt 13.7 KB
08 Apache Spark_ Machine Learning on Big Data/063 TF _ IDF-subtitle-en.srt 13.3 KB
09 Experimental Design/068 [Activity] Hands-on With T-Tests-subtitle-en.srt 13.0 KB
05 Recommender Systems/042 [Exercise] Improve the recommender's results-subtitle-en.srt 12.6 KB
09 Experimental Design/067 T-Tests and P-Values-subtitle-en.srt 12.5 KB
04 Machine Learning with Python/025 [Activity] Using Train_Test to Prevent Overfitting a Polynomial Regression-subtitle-en.srt 12.5 KB
02 Statistics and Probability Refresher_ and Python Practise/009 Mean_ Median_ Mode-subtitle-en.srt 12.3 KB
11 Final Project/086 Your final project assignment-subtitle-en.srt 11.9 KB
06 More Data Mining and Machine Learning Techniques/045 Dimensionality Reduction; Principal Component Analysis-subtitle-en.srt 11.7 KB
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/029 [Activity] Clustering people based on income and age-subtitle-en.srt 11.0 KB
02 Statistics and Probability Refresher_ and Python Practise/019 Bayes' Theorem-subtitle-en.srt 11.0 KB
08 Apache Spark_ Machine Learning on Big Data/060 Introducing MLLib-subtitle-en.srt 10.9 KB
03 Predictive Models/023 Multi-Level Models-subtitle-en.srt 10.2 KB
01 Getting Started/003 [Activity] Installing Enthought Canopy-subtitle-en.srt 9.5 KB
04 Machine Learning with Python/035 Support Vector Machines (SVM) Overview-subtitle-en.srt 9.4 KB
01 Getting Started/006 Running Python Scripts-subtitle-en.srt 8.6 KB
06 More Data Mining and Machine Learning Techniques/043 K-Nearest-Neighbors_ Concepts-subtitle-en.srt 8.5 KB
04 Machine Learning with Python/026 Bayesian Methods_ Concepts-subtitle-en.srt 8.4 KB
09 Experimental Design/069 Determining How Long to Run an Experiment-subtitle-en.srt 8.0 KB
07 Dealing with Real-World Data/053 Normalizing numerical data-subtitle-en.srt 7.3 KB
12 You made it!/088 More to Explore-subtitle-en.srt 6.9 KB
04 Machine Learning with Python/030 Measuring Entropy-subtitle-en.srt 6.6 KB
01 Getting Started/001 Introduction-subtitle-en.srt 4.9 KB
01 Getting Started/002 [Activity] Getting What You Need-subtitle-en.srt 4.8 KB
12 You made it!/090 Bonus Lecture_ Discounts on my Spark and MapReduce courses!-subtitle-en.srt 4.6 KB
10 Deep Learning and Neural Networks/085 Learning More about Deep Learning-subtitle-en.srt 3.3 KB
04 Machine Learning with Python/031 [Activity] Install GraphViz.html 2.7 KB
12 You made it!/089 Don't Forget to Leave a Rating!.html 1.6 KB
08 Apache Spark_ Machine Learning on Big Data/055 Warning about Java 9!.html 1.5 KB
[FreeCourseSite.com].txt 1.1 KB
01 Getting Started/external_links.txt 142 bytes
[FreeCourseSite.com].url 127 bytes
06 More Data Mining and Machine Learning Techniques/external_links.txt 111 bytes
08 Apache Spark_ Machine Learning on Big Data/external_links.txt 71 bytes
12 You made it!/external_links.txt 68 bytes

[FreeCourseSite.com] Udemy - Data Science, Deep Learning, & Machine Learning with Python

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